{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I ran the following notebook in a docker container with the following commands:\n",
    "\n",
    "```\n",
    "docker run -it -v `pwd`:/space/ -p 8888:8888 -p 6006:6006 --name dl -w /space/ --rm utensil/dl:models_notop jupyter notebook --ip=0.0.0.0` to start.\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already up-to-date: pip in /usr/local/lib/python2.7/dist-packages\n",
      "Requirement already up-to-date: Pillow in /usr/local/lib/python2.7/dist-packages\n",
      "Requirement already up-to-date: captcha in /usr/local/lib/python2.7/dist-packages\n",
      "Requirement already up-to-date: Pillow in /usr/local/lib/python2.7/dist-packages (from captcha)\n",
      "Requirement already up-to-date: tensorflow in /usr/local/lib/python2.7/dist-packages\n",
      "Requirement already up-to-date: numpy>=1.11.0 in /usr/local/lib/python2.7/dist-packages (from tensorflow)\n",
      "Requirement already up-to-date: wheel in /usr/local/lib/python2.7/dist-packages (from tensorflow)\n",
      "Requirement already up-to-date: mock>=2.0.0 in /usr/local/lib/python2.7/dist-packages (from tensorflow)\n",
      "Requirement already up-to-date: six>=1.10.0 in /usr/local/lib/python2.7/dist-packages (from tensorflow)\n",
      "Requirement already up-to-date: protobuf>=3.1.0 in /usr/local/lib/python2.7/dist-packages (from tensorflow)\n",
      "Requirement already up-to-date: funcsigs>=1; python_version < \"3.3\" in /usr/local/lib/python2.7/dist-packages (from mock>=2.0.0->tensorflow)\n",
      "Requirement already up-to-date: pbr>=0.11 in /usr/local/lib/python2.7/dist-packages (from mock>=2.0.0->tensorflow)\n",
      "Requirement already up-to-date: setuptools in /usr/local/lib/python2.7/dist-packages (from protobuf>=3.1.0->tensorflow)\n",
      "Requirement already up-to-date: theano in /usr/local/lib/python2.7/dist-packages\n",
      "Requirement already up-to-date: numpy>=1.7.1 in /usr/local/lib/python2.7/dist-packages (from theano)\n",
      "Requirement already up-to-date: scipy>=0.11 in /usr/local/lib/python2.7/dist-packages (from theano)\n",
      "Requirement already up-to-date: six>=1.9.0 in /usr/local/lib/python2.7/dist-packages (from theano)\n",
      "Requirement already up-to-date: keras in /usr/local/lib/python2.7/dist-packages\n",
      "Requirement already up-to-date: six in /usr/local/lib/python2.7/dist-packages (from keras)\n",
      "Requirement already up-to-date: pyyaml in /usr/local/lib/python2.7/dist-packages (from keras)\n",
      "Requirement already up-to-date: theano in /usr/local/lib/python2.7/dist-packages (from keras)\n",
      "Requirement already up-to-date: numpy>=1.7.1 in /usr/local/lib/python2.7/dist-packages (from theano->keras)\n",
      "Requirement already up-to-date: scipy>=0.11 in /usr/local/lib/python2.7/dist-packages (from theano->keras)\n",
      "Requirement already up-to-date: tflearn in /usr/local/lib/python2.7/dist-packages\n",
      "Requirement already up-to-date: numpy in /usr/local/lib/python2.7/dist-packages (from tflearn)\n",
      "Requirement already up-to-date: six in /usr/local/lib/python2.7/dist-packages (from tflearn)\n",
      "Requirement already up-to-date: Pillow in /usr/local/lib/python2.7/dist-packages (from tflearn)\n",
      "Requirement already up-to-date: pandas in /usr/local/lib/python2.7/dist-packages\n",
      "Requirement already up-to-date: pytz>=2011k in /usr/local/lib/python2.7/dist-packages (from pandas)\n",
      "Requirement already up-to-date: python-dateutil in /usr/local/lib/python2.7/dist-packages (from pandas)\n",
      "Requirement already up-to-date: numpy>=1.7.0 in /usr/local/lib/python2.7/dist-packages (from pandas)\n",
      "Requirement already up-to-date: six>=1.5 in /usr/local/lib/python2.7/dist-packages (from python-dateutil->pandas)\n",
      "Requirement already up-to-date: scikit-learn in /usr/local/lib/python2.7/dist-packages\n",
      "Requirement already up-to-date: h5py in /usr/local/lib/python2.7/dist-packages\n",
      "Requirement already up-to-date: numpy>=1.6.1 in /usr/local/lib/python2.7/dist-packages (from h5py)\n",
      "Requirement already up-to-date: six in /usr/local/lib/python2.7/dist-packages (from h5py)\n",
      "Requirement already up-to-date: pydot-ng in /usr/local/lib/python2.7/dist-packages\n",
      "Requirement already up-to-date: pyparsing>=2.0.1 in /usr/local/lib/python2.7/dist-packages (from pydot-ng)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Retrying (Retry(total=4, connect=None, read=None, redirect=None)) after connection broken by 'NewConnectionError('<pip._vendor.requests.packages.urllib3.connection.VerifiedHTTPSConnection object at 0x7fd885c09cd0>: Failed to establish a new connection: [Errno 101] Network is unreachable',)': /simple/pip/\n",
      "Retrying (Retry(total=3, connect=None, read=None, redirect=None)) after connection broken by 'NewConnectionError('<pip._vendor.requests.packages.urllib3.connection.VerifiedHTTPSConnection object at 0x7fd885c09e50>: Failed to establish a new connection: [Errno 101] Network is unreachable',)': /simple/pip/\n",
      "/usr/local/lib/python2.7/dist-packages/pip/_vendor/requests/packages/urllib3/util/ssl_.py:318: SNIMissingWarning: An HTTPS request has been made, but the SNI (Subject Name Indication) extension to TLS is not available on this platform. This may cause the server to present an incorrect TLS certificate, which can cause validation failures. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/security.html#snimissingwarning.\n",
      "  SNIMissingWarning\n",
      "/usr/local/lib/python2.7/dist-packages/pip/_vendor/requests/packages/urllib3/util/ssl_.py:122: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/security.html#insecureplatformwarning.\n",
      "  InsecurePlatformWarning\n",
      "/usr/local/lib/python2.7/dist-packages/pip/_vendor/requests/packages/urllib3/util/ssl_.py:318: SNIMissingWarning: An HTTPS request has been made, but the SNI (Subject Name Indication) extension to TLS is not available on this platform. This may cause the server to present an incorrect TLS certificate, which can cause validation failures. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/security.html#snimissingwarning.\n",
      "  SNIMissingWarning\n",
      "/usr/local/lib/python2.7/dist-packages/pip/_vendor/requests/packages/urllib3/util/ssl_.py:122: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/security.html#insecureplatformwarning.\n",
      "  InsecurePlatformWarning\n",
      "/usr/local/lib/python2.7/dist-packages/pip/_vendor/requests/packages/urllib3/util/ssl_.py:318: SNIMissingWarning: An HTTPS request has been made, but the SNI (Subject Name Indication) extension to TLS is not available on this platform. This may cause the server to present an incorrect TLS certificate, which can cause validation failures. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/security.html#snimissingwarning.\n",
      "  SNIMissingWarning\n",
      "/usr/local/lib/python2.7/dist-packages/pip/_vendor/requests/packages/urllib3/util/ssl_.py:122: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/security.html#insecureplatformwarning.\n",
      "  InsecurePlatformWarning\n",
      "/usr/local/lib/python2.7/dist-packages/pip/_vendor/requests/packages/urllib3/util/ssl_.py:318: SNIMissingWarning: An HTTPS request has been made, but the SNI (Subject Name Indication) extension to TLS is not available on this platform. This may cause the server to present an incorrect TLS certificate, which can cause validation failures. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/security.html#snimissingwarning.\n",
      "  SNIMissingWarning\n",
      "/usr/local/lib/python2.7/dist-packages/pip/_vendor/requests/packages/urllib3/util/ssl_.py:122: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/security.html#insecureplatformwarning.\n",
      "  InsecurePlatformWarning\n",
      "/usr/local/lib/python2.7/dist-packages/pip/_vendor/requests/packages/urllib3/util/ssl_.py:318: SNIMissingWarning: An HTTPS request has been made, but the SNI (Subject Name Indication) extension to TLS is not available on this platform. This may cause the server to present an incorrect TLS certificate, which can cause validation failures. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/security.html#snimissingwarning.\n",
      "  SNIMissingWarning\n",
      "/usr/local/lib/python2.7/dist-packages/pip/_vendor/requests/packages/urllib3/util/ssl_.py:122: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/security.html#insecureplatformwarning.\n",
      "  InsecurePlatformWarning\n",
      "/usr/local/lib/python2.7/dist-packages/pip/_vendor/requests/packages/urllib3/util/ssl_.py:318: SNIMissingWarning: An HTTPS request has been made, but the SNI (Subject Name Indication) extension to TLS is not available on this platform. This may cause the server to present an incorrect TLS certificate, which can cause validation failures. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/security.html#snimissingwarning.\n",
      "  SNIMissingWarning\n",
      "/usr/local/lib/python2.7/dist-packages/pip/_vendor/requests/packages/urllib3/util/ssl_.py:122: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/security.html#insecureplatformwarning.\n",
      "  InsecurePlatformWarning\n",
      "/usr/local/lib/python2.7/dist-packages/pip/_vendor/requests/packages/urllib3/util/ssl_.py:318: SNIMissingWarning: An HTTPS request has been made, but the SNI (Subject Name Indication) extension to TLS is not available on this platform. This may cause the server to present an incorrect TLS certificate, which can cause validation failures. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/security.html#snimissingwarning.\n",
      "  SNIMissingWarning\n",
      "/usr/local/lib/python2.7/dist-packages/pip/_vendor/requests/packages/urllib3/util/ssl_.py:122: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/security.html#insecureplatformwarning.\n",
      "  InsecurePlatformWarning\n",
      "/usr/local/lib/python2.7/dist-packages/pip/_vendor/requests/packages/urllib3/util/ssl_.py:318: SNIMissingWarning: An HTTPS request has been made, but the SNI (Subject Name Indication) extension to TLS is not available on this platform. This may cause the server to present an incorrect TLS certificate, which can cause validation failures. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/security.html#snimissingwarning.\n",
      "  SNIMissingWarning\n",
      "/usr/local/lib/python2.7/dist-packages/pip/_vendor/requests/packages/urllib3/util/ssl_.py:122: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/security.html#insecureplatformwarning.\n",
      "  InsecurePlatformWarning\n",
      "/usr/local/lib/python2.7/dist-packages/pip/_vendor/requests/packages/urllib3/util/ssl_.py:318: SNIMissingWarning: An HTTPS request has been made, but the SNI (Subject Name Indication) extension to TLS is not available on this platform. This may cause the server to present an incorrect TLS certificate, which can cause validation failures. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/security.html#snimissingwarning.\n",
      "  SNIMissingWarning\n",
      "/usr/local/lib/python2.7/dist-packages/pip/_vendor/requests/packages/urllib3/util/ssl_.py:122: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/security.html#insecureplatformwarning.\n",
      "  InsecurePlatformWarning\n",
      "/usr/local/lib/python2.7/dist-packages/pip/_vendor/requests/packages/urllib3/util/ssl_.py:318: SNIMissingWarning: An HTTPS request has been made, but the SNI (Subject Name Indication) extension to TLS is not available on this platform. This may cause the server to present an incorrect TLS certificate, which can cause validation failures. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/security.html#snimissingwarning.\n",
      "  SNIMissingWarning\n",
      "/usr/local/lib/python2.7/dist-packages/pip/_vendor/requests/packages/urllib3/util/ssl_.py:122: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/security.html#insecureplatformwarning.\n",
      "  InsecurePlatformWarning\n",
      "/usr/local/lib/python2.7/dist-packages/pip/_vendor/requests/packages/urllib3/util/ssl_.py:318: SNIMissingWarning: An HTTPS request has been made, but the SNI (Subject Name Indication) extension to TLS is not available on this platform. This may cause the server to present an incorrect TLS certificate, which can cause validation failures. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/security.html#snimissingwarning.\n",
      "  SNIMissingWarning\n",
      "/usr/local/lib/python2.7/dist-packages/pip/_vendor/requests/packages/urllib3/util/ssl_.py:122: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/security.html#insecureplatformwarning.\n",
      "  InsecurePlatformWarning\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "pip2 install -U pip\n",
    "pip2 install -U Pillow\n",
    "pip2 install -U captcha\n",
    "pip2 install -U tensorflow\n",
    "pip2 install -U theano\n",
    "pip2 install -U keras\n",
    "pip2 install -U tflearn\n",
    "pip2 install -U pandas\n",
    "pip2 install -U scikit-learn\n",
    "pip2 install -U h5py\n",
    "pip2 install -U pydot-ng"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "from io import BytesIO\n",
    "import glob\n",
    "import math\n",
    "import random\n",
    "import sys\n",
    "import PIL\n",
    "import numpy as np\n",
    "from numpy import argmax, array\n",
    "import tflearn\n",
    "from tflearn.layers.core import input_data, fully_connected, dropout, flatten\n",
    "from tflearn.layers.conv import conv_2d, max_pool_2d\n",
    "from tflearn.layers.estimator import regression\n",
    "from tflearn.data_utils import to_categorical\n",
    "from captcha.image import ImageCaptcha,WheezyCaptcha"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from sklearn.cross_validation import train_test_split\n",
    "from keras.callbacks import Callback, ModelCheckpoint, TensorBoard\n",
    "from keras.models import Model\n",
    "from keras.utils import np_utils\n",
    "from keras.layers import merge, Convolution2D, MaxPooling2D, Input, Dense, Dropout, Flatten\n",
    "from keras.layers.convolutional import Convolution2D, MaxPooling2D\n",
    "from keras import backend as K\n",
    "IS_TH = K.backend() == 'theano'\n",
    "IS_TH = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "FONTS = glob.glob('/usr/share/fonts/truetype/dejavu/*.ttf')\n",
    "SAMPLE_SIZE = 20\n",
    "TEST_SAMPLE_RATE = 0.3\n",
    "NB_BATCH = 10\n",
    "SHOW_SAMPLE_SIZE = 5\n",
    "INVALID_DIGIT = -1\n",
    "DIGIT_COUNT = 4\n",
    "DIGIT_FORMAT_STR = \"%%0%dd\" % DIGIT_COUNT\n",
    "CLASS_COUNT = 10\n",
    "RGB_COLOR_COUNT = 3\n",
    "# standard width for the whole captcha image\n",
    "IMAGE_STD_WIDTH = 200\n",
    "# standard height for the whole captcha image\n",
    "IMAGE_STD_HEIGHT = 200\n",
    "CONV1_NB_FILTERS = IMAGE_STD_HEIGHT / 2 + 2\n",
    "CONV2_NB_FILTERS = IMAGE_STD_HEIGHT + 2 * 2\n",
    "OUT_PUT_NAME_FORMAT = 'out_%02d'\n",
    "NB_EPOCH = 10\n",
    "BATCH_SIZE = 128\n",
    "OPTIMIZER = 'adadelta' # 'adam' # 'adadelta'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def generate_image_sets_for_single_digit(nb_sample=SAMPLE_SIZE, single_digit_index=0, fonts=None):\n",
    "    captcha = ImageCaptcha(fonts=fonts) if fonts else ImageCaptcha()\n",
    "\n",
    "    # print DIGIT_FORMAT_STR\n",
    "    labels = []\n",
    "    images = []\n",
    "    for i in range(0, nb_sample):\n",
    "        digits = 0\n",
    "        last_digit = INVALID_DIGIT\n",
    "        for j in range(0, DIGIT_COUNT):\n",
    "            digit = last_digit\n",
    "            while digit == last_digit:\n",
    "                digit = random.randint(0, 9)\n",
    "            last_digit = digit\n",
    "            digits = digits * 10 + digit\n",
    "        digits_as_str = DIGIT_FORMAT_STR % digits\n",
    "        labels.append(digits_as_str)\n",
    "        images.append(captcha.generate_image(digits_as_str))\n",
    "\n",
    "    digit_labels = list()\n",
    "\n",
    "    for digit_index in range(0, DIGIT_COUNT):\n",
    "        digit_labels.append(np.empty(nb_sample, dtype=\"int8\"))\n",
    "\n",
    "    shape = (nb_sample, RGB_COLOR_COUNT, IMAGE_STD_HEIGHT, IMAGE_STD_WIDTH) if IS_TH else (nb_sample, IMAGE_STD_HEIGHT, IMAGE_STD_WIDTH, RGB_COLOR_COUNT)\n",
    "    digit_image_data = np.empty(shape, dtype=\"float32\")\n",
    "\n",
    "    for index in range(0, nb_sample):\n",
    "        img = images[index].resize((IMAGE_STD_WIDTH, IMAGE_STD_HEIGHT), PIL.Image.LANCZOS)\n",
    "        # if index < SHOW_SAMPLE_SIZE:\n",
    "            # display.display(img)\n",
    "        img_arr = np.asarray(img, dtype=\"float32\") / 255.0\n",
    "        if IS_TH:\n",
    "            digit_image_data[index, :, :, :] = np.rollaxis(img_arr, 2)\n",
    "        else:\n",
    "            digit_image_data[index, :, :, :] = img_arr\n",
    "\n",
    "        for digit_index in range(0, DIGIT_COUNT):\n",
    "            digit_labels[digit_index][index] = labels[index][digit_index]\n",
    "\n",
    "    x = digit_image_data\n",
    "    y = np_utils.to_categorical(digit_labels[single_digit_index], CLASS_COUNT)\n",
    "\n",
    "    return x, y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import IPython.display as display\n",
    "import string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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VeuG8jzF614dx72NhYZ+C00GxAFDurXtQbWGObbsO3otE33dZNgEYlW7/VcuYUpMYAwDE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      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=200x200 at 0x7FEB63D9F5D0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "9"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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w7N9KEUACOijTnrZUqmszAgH4pt1KxsYvvlvCrymHvTzXT/FqQQjB1rXLOYYK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\nu+bkra1h/QAn9IQImoSX1gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=200x200 at 0x7FEB643B7DD0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "8"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "SAMPLE_SIZE = 2\n",
    "x, y = generate_image_sets_for_single_digit(SAMPLE_SIZE)\n",
    "for i in range(0, SAMPLE_SIZE):\n",
    "    x_i = np.rollaxis(x[i], 0, 3)\n",
    "    x_as_img = PIL.Image.fromarray(np.uint8(x_i * 255.0), 'RGB')\n",
    "    display.display(x_as_img)\n",
    "    y_as_num = array([np.argmax(j) for j in y])[i]\n",
    "    display.display(y_as_num)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def generate_image_sets_for_multi_digits(nb_sample=SAMPLE_SIZE, fonts=None):\n",
    "    captcha = ImageCaptcha(fonts=fonts) if fonts else ImageCaptcha()\n",
    "\n",
    "    # print DIGIT_FORMAT_STR\n",
    "    labels = []\n",
    "    images = []\n",
    "    for i in range(0, nb_sample):\n",
    "        digits = 0\n",
    "        last_digit = INVALID_DIGIT\n",
    "        for j in range(0, DIGIT_COUNT):\n",
    "            digit = last_digit\n",
    "            while digit == last_digit:\n",
    "                digit = random.randint(0, 9)\n",
    "            last_digit = digit\n",
    "            digits = digits * 10 + digit\n",
    "        digits_as_str = DIGIT_FORMAT_STR % digits\n",
    "        labels.append(digits_as_str)\n",
    "        images.append(captcha.generate_image(digits_as_str))\n",
    "\n",
    "    digit_labels = np.empty((nb_sample, DIGIT_COUNT), dtype=\"int8\")\n",
    "\n",
    "    shape = (nb_sample, RGB_COLOR_COUNT, IMAGE_STD_HEIGHT, IMAGE_STD_WIDTH) if IS_TH else (nb_sample, IMAGE_STD_HEIGHT, IMAGE_STD_WIDTH, RGB_COLOR_COUNT)\n",
    "    digit_image_data = np.empty(shape, dtype=\"float32\")\n",
    "\n",
    "    for index in range(0, nb_sample):\n",
    "        img = images[index].resize((IMAGE_STD_WIDTH, IMAGE_STD_HEIGHT), PIL.Image.LANCZOS)\n",
    "        # if index < SHOW_SAMPLE_SIZE:\n",
    "            # display.display(img)\n",
    "        img_arr = np.asarray(img, dtype=\"float32\") / 255.0\n",
    "\n",
    "        if IS_TH:\n",
    "            digit_image_data[index, :, :, :] = np.rollaxis(img_arr, 2)\n",
    "        else:\n",
    "            digit_image_data[index, :, :, :] = img_arr\n",
    "\n",
    "        for digit_index in range(0, DIGIT_COUNT):\n",
    "            digit_labels[index][digit_index] = labels[index][digit_index]\n",
    "    x, y_as_num = digit_image_data, np.rollaxis(digit_labels, 1)\n",
    "    y = { (OUT_PUT_NAME_FORMAT % i ): np_utils.to_categorical(y_as_num[i], CLASS_COUNT) for i in range(0, DIGIT_COUNT) }\n",
    "\n",
    "    return x, y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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9WHzRNJ8x35HS5EyqiIiq/TA8HobjXKLV/BKAquQ8mA5Esp82sCu8tNk2cDu9\nWH9PCIBxHH8ex8elrD+WXcdKySIRMVcaEjMEcDWxds2yHHvrhz/3OK+mRSSixrlD5hbfbwkhYox9\nP6zV7Pw4MEB0zi2ZA6KZmei+YJlZqRlVs3LNdUcAUMlStqo9olRcLiKZtc7dPTj4qm3uL5dfHR7+\n1vv7OS1jdKVUEqWhlNfrzeO5EB4AQFWG4STlDdNcuj7ZWFfZ34hEAAEgEDIAVa1MaIBJ5HTof0jp\n5ce9TlVRFdVilhHNAAEZkc0ckZuo2y8btvtXo3cA1XD8y8jWufFeg7zV2IL30mkYEac0DuMZotQ3\nMaX5yYfmyLmuBmDmc3CSO9Uk0qv2IoPqlWHKNkmlaFItqlk118pCAkZcdt1nN2585f3RavXV7Tv/\n0HYPUlrFGEoBVUFMiJuzsx/HeLannHTbv47xFAl2HPtWN8kVzg5mx7RAOCAOU3gZAdAAMlEchu/i\n+GyOmV3LvsH5AYtZRqrzYMIGsWEOSAh7tsUby7Tzas0qcFxUi6nMQKa/wNihG2pEimsXSdhzo94Y\niCiSSxmJdHd+IKLjpmtveN8h2kwrtfuSqY6lHKf0wvsb16R9nyxuNVBT0wLgEQGBvFsdHDxcrR44\n1znXON+Mw6tSljE6ZlLNzAA2vqWxdBhOYtwwG2KNb8GEAP7QNMyUiJ1bOXcTcVnJsWq4AVGINaUn\nKX68xqrETNUcNEAAZu68O3AuAMD7z+o3DkmcZOucI/MvELJ/s/xrrxb+3RFkMyMiZqoEw/V3iBh8\n0y1uhNAAQs0N7z+taozxsfc/AEAI16Z9NzM1ENvPw2HTHK5W97vuCJGcCz6EprmlssjZmXENd4HF\nGF+W0tvsNqhpSkMuI/FeXOiyINaFiSBg0xy17X3Rx2Y9QG2BAYiGIKWclrL+uMSOGYiOIsNeZMQx\nr7ru5qVtCnZSdSElmnMCAOdCdcM/LRnOVcY7S+wv0eRopsE3bdsB6IR5NwDEEJquPQihIURyEMKc\nwkUARNE4jt/3/b/k/Or9Kcg3x74JWsyK1vj4NPNFd+Nwddf7LoRFCIsQVk24wXwA0AIERDZQ01Hl\nTEqvUqaIiBTRolImZQO7888Q3nfW7GaBALTobi4WX6jdMuX5l/X1JYOoGveqc6/4Oqe7SulLXs+r\nBiLE7uhwdY85wNRL7s35zfCvC78zsxiHYdjox0Zrf/l4p2Bdthyq2jTdcrEihKkXUGVd9b5pOu8D\nMThnPuzrZ1Qdh/H7vv9Dzq8+ap4oCkUB5vYqiNh1q+XyiIi9b5mZyHt/0LY3gj9C7ACcGahmgFGk\nzyVN9qwJ1IzBFIC43imBSF13c7H43OxmTYnC7LPVdGGlG/moZ4RShlI2iDWzaSrEvDo4uHuJxrIL\nEbgauzYzHcdN35+ayV8q4vBmXeFVvuN917VLf7G+jQiDD855ooqOIqDz7aIaU3pOGD6W9h0VQBV1\nLz7SNF3TdNWbrTMPYbFa3UnlHuCJ6poJAIQglTLkHLtOAch0ptz9qPg4IoVm6ZtbZgdgNKecJwkl\nYpgm8xElFbXZYmZXkdygCo7btj10lwnWlPzZ01uiquO4SWlUfQigfxHZeifE57JzioiYg3chBC5C\nAFqBlGbATETOO2gCOPaIZUYhm1q0MmY6ENl+RJjHAMxqNHr6BSI59s75GT5VBas7uvG52vHp+mkp\nz4kQQQBTStuUhtqk3mYYwyQSNjlbe+z7l+ETiJhdx3wA0Jl5NUOrUUCYeMKmIPC17WWzYioAWpH4\nKgZgzOxcs0NXv2GlVwaRSjRfKzfNEEFEhhhP47hViSIZkQGmspc/W17onYJ1yb2NiBGZiIP3omSg\nhGAAUoqKGJAPrm2CaTAYzQyQzAwsG4hqNI17VdFXRZi8YUYYGCIDIiDNMHAEAB+6GzcfAWw3/T+n\nxN4RoCKkGE9jrHFLvwuC4M5gMazRKDOEnUi8Z16V3R7REwVRVwujAQ0m9jkAtL04y5UHTlUniIBU\nKgAHwZgMgJg9nnNV7r6BqiKSzCznathV0GUqZYjjy3HsYzwLTcPcETmzHTL2zyFbH9FAoPp7jqg5\nN/MNSsnjuPWNNGHVNofjeLzXbs7mVHQtAvvIHC3CuUDiTCY0F0oYmHnfrFZ3pZw5Ouqz0wDEAKgx\nnqS03iP7O7/e3s9XWu758QnRmdJ+S72J0GGiUP6I40cBDNEAp8htDdyY2SWNLUtJKW1j7M0EoOqt\nXEqf0vOcx75/4XzXdYHenfn9FcfHCBYimLFZt7e7UaRstyfdIrbtna57EOOPYK6iOgFgPy78sTGV\nc06omtfbxxJWleZcQ8ztcJPdDdNGBMghoKT4OqXTiazmPFW1M9egYjWvPg0iRvQixI5nppqqAGtY\nC8xqJ+yrvsv5pWfEhGgz2LoKmV2SuReJ682Tod+CIeBoujWwnNc5PRYpp6c/slt5fxjCrhDjvRHK\nTzs+AkZd2fWpSGMTVRgaoJSyWR8f3YgHq4fd4quzs/9eNNQ0ztvlDB8xzJAQqIaklVTRgHZoHEQg\nYkRn4Nh1jo/MOhHwgACS0uuUTkUqOLE2x9kry0ZTI9XJTjp/y+8ZiMgcmDtVb+YArUYuzMAgm1WM\ncrp2t2IDgwgw1IUiBiSb8kX1vm98GgAARIbT0x/6zRrBA61NXxqEFE+kPBGFk5MDH+4dHDzclU/O\nMvqry9a1BavisVQhZ5p9XTBDFdv2m1JS8A+b9kvnjoqMqnE+wBCB5mPiI3QyTqpiWiBSJZXdSVTF\ngYhYTRAd8wKsE60Nt0VknfOmlOzcVFtzIRaCUK2kq0zLamaYnfcHSAcAzayVp5So6lZko3pEBFd/\nhWb1/slsnBaLgAiIoZJjvHNNELGUtF4/3py9YmqQT02fGnQpHnt/quqGsVks/7GUbKbVNfmzRUo/\nQrAqH4blUnbhBjPMBYGKGTCvQvisaR7GdGJ7QKz5fz/upJ+vMueNSwlF3P4iVacMDBEZ0Rs0ZgFg\nBFCAnFKf0ti2hwBG6CsK4+J3r7Hizvm2PXTuFmBrsN17JMv5JKWXIdy/1uNVsiKAbJYqfAcQnANm\neL9oEoCKpGF4td3+5JzzbmP23KAp+QxxFPHDEIbhpJRUQ2tErKYEn6yRxiXjunhOnAC0JlLOCT9V\nUYQAHFJA8iHcabvfIjY1tbur/5yi29cb9fMI03LUHDcUCSLh7URMPaeQGLABqF0zBBByHmMcqi9F\n5AmrbYSTskMl1lkzXB5/BwDwPiwWt5vmIeKiPuI0R4CcXsbxsVnZc1w+/IyiYjW5oAlRAREMHaP3\ntbHPG9fZmZYqkkpej/Fpyj+IPlV9rfoM8Vh0ndKJlLOUTlPapLzNeStSRJLVCNGvfBpeX2OpiohI\nNNvuIoFqKOZ9WDrXAqBzR237FWKzr3jn8NHHzZMAaK7cB4NJYwHAvgqsiEMix86za5AaBENQIq70\nQJXAiKgeqTJ/C4iUeerVewWVis41i+5G2z7YbBei4HASUQNI6WWKT1XlWrpZRWp9B4AQKgKZITM6\nxp2Y700NKz2nmaom1VHKa3OREAwiQiGvWUoRRBxFTmN8NQwNcwhBiIinyN+vO64vWGApx5S3APEc\nM24IGNr2sAoWUef9XaK348X7rv51RYx3+lUVRFH17dVRgIkfpmkWs6OnAA6BZylXokJ0IUhLpDso\n/VWGc65pViHcsE1rZZ/DUEtZ53wyE81ddahqjNsiw0WSompEvi/tVl28ApoMtkg9kwdUgMSMYooI\nzhXTk2F4vF4Tu65tYre4Gfzy6hP76HFdwTIzGON2GE+JyrldYkgUFouV9xXR1SEtEFsDMth/hb/E\nxnJTuSKAGcnUAeONSDQAACIvFzcXi4NhqEsPZkjsnXPzF7YAIyLabM0gTMDkK00Fkch53zq3NGtV\n2KzU16+aFUbR0SxNPsHVto+Z9cNxKVvvp2MKEaUaGO+qPDArqlDdT7UBYCSME14DhZiYzXtETAYv\ntttvDJTdMrYHoekuXnC3wz/x4fgxVdtx3IzDGZIhVoUMAOic77oD5wKRMxMwBPQABFOc/Rz2/lEP\ngAAegOt5qoZmBUxhzyvciSwRLZc3l8tFTgWnA8O8CyG08wTWgH0lETWYnqCKAe5d571TmbvLEgfV\nRoV3IdLKBlW79EyBzSs8WA3v9v1pzhvn5sAvkBTKhfBdJRGqGSCKDKprgIG5MBtVTCwCoDkHTUug\nGeFVv/1jLka8WiwObt/6DSJetE33BeuTHZEfE8dKaUypR5QKlAMARPOOmqZ1ziGSGaoVMzJ7A55m\nb/1w9UHzBWttYwF4d84REdt21bXNxhWYPqzecwhhvvUWYNz7wvRur76oleQIkUzpwolsujtwr/OM\naKYxDqrRMcCM5cnF5fxOe8gArJR1Si9KeYUYvYdKgodogM7AnDOsXVzKaUoWs0M6BLjxFtHBLl/+\niVM91xMsRDQtIkk1mxWqCEwzQnMMfn44AFNVFTQ1o3MLXm0qsTDLM0vClcZsakyBKwMD0znkvf+x\nGvk070PwzCw6cQ4VJqgNHQAELAGkczjeLgJ55YWdBcuZoVmN0+p0GprU3JFqvholKQKgalZVM0Gs\nCt5EQIRV/VuN6bEyA+T8arv51xR/Zo4hEPNcb4FYPXEkVC2m21JkjM7grGtBZNx3tK9C6/9x41rh\nhroEyTQbFJ3MCAAwInWsSDDjFQEAROFiJzA0zaa5OtXXvS9McXaq0QEAQ1DAN1VgzfObFUJhmhKU\nTIWpECIRmQmYgImB4g7bN8dNrr5piZgoIHokj+gmmQY0LaJJrajuZPcS1VUDtmZTEzUDyDWyKgqi\nDizM4YbdUpjKqJpjfLpe/8dx/M65IdSsKOy6/BkiICmiII5IQynPc34KMJgmO48umkhUK2ZZNX/a\nZOL1NFbFaZglsLQryzQDQmOWi3hFFBERY7drPw5qRbQX2Tp3s37miufFzC1YlZYgKpER2e4s3g1V\nVU0pnapu6wcQgbkwFUQgopo2MDO0c0r62TS5xlIgIlPwfgnWGgwTVALJTFUGKb1IZF5cBZhlpmaZ\nWYiKWakmkAiYOkD3lsYytVzKehx+3G7+NcVj5ugB95SjTVE/MEQhMmZBXKMV5mJT26xJsK5C6/9x\n43oBUlMBM7PBdL2vNivYQ7Xs7S0qkkXB9riLDSyX05xfX7efACLbuWAZonlnTHYB8FD/zyyncRie\n5Xyywwh4Kow1PUwApnstLefrX3u7IqL3oW1vs1uZwf5KFulTfKmarpK/MrDKQ8Y0EJ5bfvM1z2N1\nM8GOAtg4Pu2336X0tJSXSNE5mIh6L94NwZCAnTmXmEdGvWhOTbT+Ob2EGrn4dOPqgoUAJprVVMpa\nymua0s9Q87mIJqIzTwYTeTNQcWZuzlAhAOT0KsYnE+PZhzRWXUnEah55RI/kzIwIvFd2O1ps21XH\nq+oYN5vtjzm/qvYGMXhSJt35jrWKcJ9tas7KXX3dDBFD0y2Xn3t/25QR/SSsiCWf9cOPqsOHpMoA\nsHaXARTC14RrPA+K27TqcO6rGqhqMijb7Z+2/Z9E1qobxISkcxuUOR87n+yV7cJ7Ca4g7iJEuE/r\nH+NjA/uEHdrguhpLJZcSc34t5WQWFwBAMzJgneTKEIm5IW4NGtM96x0g5VcxPZ1121X9Jmbn3IK5\nQ2AAQATnhVngPEE7LYeqjMNmu/0x5ZfV6CE0x7qzt7Ci8mxfqBEJr0ufjkghdIvlwxDuATRgvvoU\niJDL2dD/JHIVPjCco+c92AvENRHZbPIhKIDg1CaxbiGVEnNerzd/HIafAQpCBsiIhlTxW2+nTxHR\nQsAQENGIcPY6z2n9x/GHarddbwkuHdcULJUYT2J8pdpf5AZyqs3+1YjaprlNtLwYH7dSj8JrUrIQ\ncdfdcG6pla+ZYKZkIQAjqrT6BICqEFM/DC9zPq23IKyB9Wn+AHvY0fPrw3UFi4i8b5vmZgj3mG6Y\nnUffS9nG+FK1sqZ88DFRNYm8NntNdB4LIALADJAAYRIsMwAokvrhad//kPMJQK0BuDS0gUQEzpH3\ntbfw7hC8Oq3/x4zreYUGsO2fjeNLNREtgFABd2pOZIEYYNZjzM1y+YX3h6o7CUSzIrItZWPVtbxy\n8xlEPljea5obKkjkkcAgT8wZk6zQFOPQknKf81mR3qxMthMJsiGYWQYwprdihPgOabt8EJF3jXOL\nEB44/0DPFbOK9CmdiYyi+UMFWIiApmNKP6keIxTAqcINERET2AiTR1IjOJJLf3r6h2F4pjqq5ZrU\n3x3ibyWXp5ORCJiReY6fWtmn9U/paRx/ugRO+BHjioK1s76h3z4b4wkAiJSZu8JUveqSOcyIfWPu\nVge/CeHQVGvhISCYFdWoMohs525Kl5tZk6dNxKvVva67AxCIAiJUf14lFUlVK9Rlz7lPaa0ymiWz\nMhkbZIDFNKsmMHAMTDCzAGCdGsD1vUIOTL5p7ofwmRrNE1a1Whe0kTJcYfOg6pjG70TOYO4AjQhI\nAJhUexFRKbXXcCkpjmcnx/+S0jGgqeU9CEzFQaAZmk7h+8nQmkxVwxqSsPoi8o7Wv5TTy2j9P2pc\n0ys0G+MmlwFwxvYbmEFRUm32gdXMTdfd935VPzOPqoGHnF9fi+sWkbvuxnL5wLkbiB4AzDTlPqa1\naq6EBWaacxqGs5ROq2Yy0AkXQyDWl3JaC4TmKu1ftDsREZGZnfc3mG/VrMC8SFo0j/E45+2H3pMB\nmFlM6UmRygOw01gAkEvZptQXzTXQE2O/3b4+O/uh5H7OKc6IDzMzk2IqdrEa7PxOAOd6ep/Wv274\nTxt5v5ZgmUipjGrEOvEWm6mCCJrxbOsAADrXBr9yrkPkvVPHAExkk+JjlfE9d3nXLIlDaJfLz7rF\nZwhTM/NhPN1sX5aSRbSUJJJTGjabl8PwUjVOwMtaVcuulJOUntWqIURFtI/jFtwfiOhd6/0h0UFt\n9AJQlZ9Jidvt45zXl0KB0UzMsmoq5USln8tN68UBwHIe+v5ESgaAUkrfn5ydPRn6VyoDgsLsAZqZ\nGapCySpS3d4LslUL1kuZpAvRlXJ1Wv+PGVdd3KqKVDNAR+SJxDmuVpeIiVhFMSASYiVgbohcpa+Z\nE4ZTyKGU0zG+k/b9nfnparExIS8WDw+WX6k5M0LEYXh1evpzztuU+nE8S2k9jidnZz8PwzPVYQ5x\nITIQhyxnKT+bI2FgdtGm+qhcGSI2TefcAjAgtmY89V4FFBk36x9TPL38CmYiGlVHkV5kVBOoZxVC\ndV5jGjabVyIZAEXyZvvy7PTHnHuzaFDmM7BWl7Cqz8WJelU2RbNKEltXAdSsFJuzXl61vxqt/0eO\na0XeDcyYl8xLA2bHAKXGGytn0FS8CgCARK6m9xF5b+sgAIpscnr6rqPwvY9ExILYdbcXy89PT4Ma\nEdkwntD66TCcSjHVCCCbzYv1+secnoewk1ojIkRSjaKDGaiaCKkxf0yx8psL4lzjXED0iN2uKgmR\nROJ2+ySXzbRu77+CyJDzieqOm4ImRQtmhrnkvj8VKQBWpPT9683mMVipSS2Y19YUDFg1iAACmCVm\nc1QdSZvC8AZlRucjsurVaf0/Zlw3CV05tJYAHVOaaz9q0DZe7L6Eu4rni+e9qQ6lnL1F+747L94+\nOCYoQQirEO6oLg3QTHLe9tvXm/UL585UC0A+O3vc949FjhHT7qKIDCaIjrgz05xLLsGsAdj8QsGq\nkVvvPVFr1gHw+VvUlOJJKWPFO7wnrm+IpLqN8bFp9XDVjHaUwmaQS0l5MDUzVZWUNik+J8q7BI6Z\nARAYiFApK8BGZFQ5a1BqHfHe3WB+O3WFr0jr/5HjioI1kbYz1/ZdC8QDxJNKPKcGYAWnsoX957Dq\n1u2IKxCpermmlZVFq2LbS8u88QPAuS/NRA6gLeWAGM2yyhjl7PT0JyQBINO43vyQ82PCU8Rk0x2R\nqDEw7282zX2zklIquTVrAaAmMS+eiNcYiGQAzgXnVqorBG+TXIFaNO1FRpFEwM65dyL+EJ3IEOPP\nagrAUkQNPdcIgtVAu2pRs9qxTGQr+jr4kXheFwMARiTVVu2Odzdzfi2lmDOs9atYMSkGAEQwN2Up\nRG3TfB7jk6Z5NNH6X7de7dJx9WvVmXl2hNSYdghGBKpVdIpZ3DEUzqtGtZJUZ9lCBDVBLYCgU4OQ\nt82sN6Mpc4yeRHJKRaRBBNWMUEQ2Z2c/APaIjUo/DD+avWS3JcymqghEiBAIQ9N81jSPzLSUUkqj\n2qgZVZgfzPe8JpE6Ipmpc867lcEhgp8sI1QwBSs5b1PuA4a5986bS4rozXLJx6ao6kvJZuBCvTjW\nalUiNlWRVGRQOSPaOJ/Y1btXk8kRtgA3mT5r2gdm7dRx3TZmtiM7QwSeLWrVXGn9+/5fL6f1/+hx\nbTxW03SOm3gxX2mmYGVPY2EN9MA0TVLdhbZ3tO9vPIDOR4m+8dedt1I5n0pRIgAVIpWyGYaf1DZM\nrWqf8xOmjXOJqABo7XZiht7fbNsvvL9dspmZKJfyVm/ljw1AEJFzC8JDFca5FTmRmmmMZzFuQzi8\n5DTcLZSIK8Xtf4pQHZNzDZgAqJa1ymvnonM6xwvr2hLyyvuHxF903QMEh1iYkupWwfj8k0ao83mn\nzMt30fp/suD7NQTLDMy0aQ6Cd0M/TjheqE1savhlOv6muCMFAAJkA6eqexCX2qJ8hwpCAFSNxB2Y\nqRbmZk4q11RaAUCRtO1PN5tXIoOIEgNzETxJKZpFJQYYEU7YRedy3cyqKOYMuGm/atsvCVvEQuQA\nqIixWAOACKZY00G7TPnVRw1sM3fe3eyjQyJGQDRmUJXt9tUwnBwcPFDVmk9549tmQtSE5r7BH3Ju\nSlHnRpsDWUQSPDgX1JKZ5vK6lMfe5/NufkZgrMrMd9vud237mxBuedeFQCme5fTMsOK0atTNDHKF\nagI75vYirb+bWTA+zbiiYFXzSFVrGyYz3cxLg2aoima8w13V2TEF5kAUwJxIPE/G7Wg89q6vmuot\nzArAeYdzMy0lq+Zc+vX6xXr9TPVM1DwQUyE6s7wBM0MlzozRu8xsWPtDqANoEBeLxT+E5rPK3ut9\nQ6QiooK1gGKav9Zj/Y087gcGEgIgcRP84UZacx5NEJEZEUrfP99sX9++nRH5PYKVmRdt9zXRf1PK\nsgg4jpPZAMgsTOqYVKNIzOl5yY+9F6KZ9NcqhfMS+fOD5T+sVl8iLrQ7itEfv/6h7xEJ3EQFSJUl\nEyyLjI4PiCZaf8eHl9D6f/S4LtBPwRRxRNhHDqGqU32zxzii8/7AuWUpG9WdupqV1nTwTVkdM8n5\nBACI2p07WaOLqnkYTmM8Xq9rjKryxqBjFddjUiLPnNkJszmntYGDCuZMTK1zd9rua+9vAQBR8L5B\nzHMfw0k5iGCRq8CI3xw4H/pEncHKLAAMCECMZjKOr7bblykNTfNO5jQ0U6Jl237h/V21UfUCzSqz\nERamYhZTOovxmdkxcw1GgFntLBWcuxXCo+XBV6vVPTMGwKbBzeZIFAjmuqSJqiSWcqLaA6wAoNL6\nq5ad4rju418yrpeERsSY1iIbdudsRGasNShnOCfLckVCNs2t4I/MaI9FfRIjnOIROgcmLI4/5vQc\npjCsTfobSaRsN8+Pj79br39M6aVqpVADYiGKTCO76Fx0Ljmunf5qqTTn7NWWbfvbpvmMeEnoiNi5\ngJAIq5E1zakUzJnr5OdJXn1RKpGLJ74N0JkaABIjYC7ldLt93veX0N0iUeP9nbb9mvieaqNKc02a\nMQNzQjxTTZvN82F4ijj1PajHlhQ1a9rm8+Xyy8Xiftve7LqjxeJW295id2DGIrZDlyAiWBzHH0vZ\nAICB7mj99+iMP9m4umBZNSeG/lXKa+cZqFpVBsAIoZZnASCAqIwqvVlq2zuhubVXtDfRWalGtWIT\nKtxUo2ru+2/G8adaOwVzrB8ASonr9c+vX/2h335vdmqWa04GQRALsziXnBdmxSpVyqZedVHkAPHW\nYvFP3t+uPVSJkNkTqXfonav5WAPIGWM0VRUp1z0RiJiQDLxz9xAWolph7ADZbDv0Lzebk/dcs3Z2\n9czLbvGPITw0aFUdAE34UUTE0fSVWVqvfx7GZ0gCUKo5rmZFzKBbLH97dPhF2x56t2iaVQhL55ZM\nS8RWjauJAmBEaDD2/Tc5vzZNprKj9d8LYn8y2bq2xhrHs5J75xhxrhTA2g071MIbMxUZcj6WchrC\nKvibtXfhbm0NTCSKbESG2uFSNZZyPAx/GscfRDYVI7vDhYrEzfrp6cm3OT8h2iBK7QYNqETGjM6b\n88SEOLFIONWF2Q3EW014sFj8nXMHUNUIAjOH0DZN2KWkAKAUGwdJKV5XsMyMZrosdrfUGpUahQKD\nAphiPOv79fsFy1WJb9vftM0DokUtyzGAmZE6qh6LxO32eYwnSLAXdgZVAwiLxRcHB/eDb5Ccc4HZ\nETFiA7Awa2agWHVL4zj8EONTka1Z2dH6z/7gXwA2M6+EWZGsJkgzv5QZIhA5xGamGrMaTU7pCTM7\nt6pA9f3NULluKx9phduO4/cpPY7xpxSfAkAV0PqvlNj3r4fhsepL50bndGpACoYEziG7CjZiACqF\ncmbVI8S7TfPZ8uA3oXlA1O6WDBG77lbbrhAB5oJSERvHsR82qvmd0IAPLCJxCB3iQsQXrT4xACpA\nKWXIeXj/BRGRCIP3t9vmrqdDs2B7UGSzZLYVGVM6y6W3c/NjJwe+ae523U3vAk6j1ow0ZgdgB/v1\n/wYp51fj+GNOr+Yq3Sqm5/mSaz34ZWtyjc9azQk6RDKQXUqByJz3jmsjHTADKdsYf4jxJwBht0Rk\n22doBxSLQ/yxyFkt1VId+u0/l3yc0osYf6oFcqpSSpISU9rE8VjKa8S19zEEZVchVIgI7GDOb6Ca\nyzlIaRHve//FwfLro6O/9+6QqJnDykZIq9WjrrtrBgjOJg9CY9ysz17nkuy86PSq6+JcaLtDRJcL\nS6lBOCS0eqyrZtVJjb191iASUsvUdc2t4G6aNdUenQL4JqqllF411cK7HUYGgRADYePDoQ9LdmEG\nVCERIy0MbiHeQvAz0lnNolk/DN/G+GyWoZ3L8ikxM3DdYgpVcdwRezXBGdNEBD6EJhwyNxUkJLKJ\n8eecX5gJogfgqch0XlbVMcafahMH1Zjz8dD/QWQrss35VV2g2qZrHE/G4VUua6Te+9E5CcGYEQxV\na7Cnwi5AlEQakRXiTecetd1Xh4e/PTr6uq74zoxApOXB5037wMzDzBRCJLmcrdfPU9qqXvs0dC50\n3QoASiHRqeIeERCUCIh28aE3Xh7OLCYOERu/9O7ILEwqs5Jsq4qgSJz4yDXXYueK0nW88P7QcUtU\nn3GK4xAx8wHzPaLbc5VH9ZkKoMT4U0rP69z3XON3Qks+flz7KCRuiDzs4MZAhBZC6BY3a8sXAFPt\na40XQjWP7Y0bqaacX6v2AKA6xPhzik9V+9nTtHqvFPv1+vl2+1R141x2Tr23qdQJoAKPKpBPFXKh\nUjqAWz581nZfLJePDg+/WC7v7dEqVxniprnlwz2Ag92siNRss+1fDsNZKdeugnLON6Gbp3RObUpk\nzjvn/IeQ70QAjjxTB+D1XLlXrFsNBOz+wXwIIrmDrrtHbhfLqNxlCgDeH7btQ+duAexHOhRAcn49\n4eUv/N7meu5PI17XFSxAZDhn8gNERoQQutXqLnOzM95FRuZlBRQYAIKfvg9YSXtURtUBgKRsxuFP\nqlGlJ+q8v11dRTMYx/XJyffr9fdmp8zZOXXOmImIVElKZXtDAFDBlCjnBbsHy+XvDg6+XK0+Pzh4\nEMKhc81MzlEDAYFd69xd4juqqNPeV8RtSi/67etS0rVSZojI7JzziN6MDKiGVxDROQ2emR2AXI4o\nJ2ZCJqwXOceDqGIRAgOzPPmDBmaE6FTZuZsHB79x3O5fygzMqG1vrQ4ehXADsZlqqREATC2LjCLj\nfrfOeuDCXqDnis9+ybiOYE3hEwVTnON4SEzkm+bwYHVnblKlahEAvL/j3EHlOJjqLCZVpJUQ0TQj\nouoY42MkDwDe326aLwCmZPY4np2cfLfZfAd4yk55qqVBMFbxuXgpE5pUxVKkkhfBf7Y6/IfDw0eH\nq3tdd5PZM4c9MwKZAgAh3kC6J4pV8zpW5waR423/OucddcBV14WIiJxzLWEwY1GqSQjvxXsjMrD8\nPkmtZjiRIyIknnJ5NVyOYEqlkJqpjAiFuPYqI4DGoPX+7sHqt851e2G/GqahRXfr6OizprmB2KjV\nBHtFZSUDrabtToAq5EQ1qqU5rflL9da14blmRWW/QwsyL9vmVtsdEnkABKtMycH7O8wHzi2cWyH6\nKZdYlYHpHHmvBW4jYsO8aprPQ/Og3gfAYtys109ifEK0dc6mggyDnCnnkFPI2ZkRGFSyXdWlD3cP\nVl+uVveWy6PaEGVPXQEA4ERy0KkdlLIr1lDvIuI2xU2Fa159QWZfDL3vnOtM/e6yzhlzQozVXrpk\nUSuAHskA9xnb0MCVQjlns1Rb29fFE2kBjkJ40HUPicIM6NsNaprVanWnbVd7KhDnCHBtG7iDalXr\neSjlzPQqtZBXGtcVLBNJRYrOZ72ZOX+j6x5433LtqmtaA8rMS+a2ae627T3YYTymU2ZmJjVBCs4d\nIXIID9v2S+aDSmRtVlLuYzxWfc08MmulsRGxGDnnZc7Lkr2ZMwURU2Wzjt2Ntru7WNxsm6X3YWa/\nOR+IiOhUfSlexKkighEpc2YeVZPIdTuyVDgDt+3Su0MpTc71PkCMhGuwE0RQfSdMaFpVQPChYQ8A\nb/DwsAgNw7oyHNVMshSQsiB62Lafh3CDuZkuMo/auKrrDrvFqiLe9sTaABD2TtsqcFK2KT27VoXL\n5eNKgnUe2zQTGSTHKljVhXX+ZtPeR2Dm2v2jYt4DEiOFRfvZcvEIkFTf2FVVXWXmRdN+hRTaxddN\n+0UNGAKgaRIZ1LZEW+ZILDVXqYJjDDkfid5UXUCl+TMAY8JA1Hm/DGHpfTt1vH1rMAcAloIijU30\n7kpUHBdE0cswn+9eHqgtK7sDH26JdDnXzrtGiGrHIs9Uk8xlau9UCQjo22VoPJFO4cBavIUkopvt\nsenIs7yJWM4L577oukdELVUUSb0MAAAQMbPzoe26FfOksWbTCS+qtzmpJWdx/OkT1upc13gXkaGU\nUWfJMjPmlXM3bOpVVGMQNZgLiK5t73XdA0TeCw/hXD1GZsK86Lqvvb/ddb8N4R4ATIJlApCIknOF\nqRAZ1Gxx4ZRCkRXibaIjVWdqU8aJmNkzcXXg5+D1BWk2U0RHxACs2pjNABRSx8pc3fLrpmON2XXd\ngfcrkbaUyrUEiKBymtKTmM5E4h5W9q2B6ELbdJ33u7ZTdaFANA/DmVqq1NxmpoIlN+wetu2DmhR6\nY/9UPe2cb5oF0VQ8srMFpvudz8TATMomXrN06vJxXcEqKoNqhPOlx8oOejEhMO0JRPZ+5f0Roofz\nDiUIgDYD5BF9CA/a9qumeeTcCpF3PR0Is3PReSNXVQipYs4s0oosQrjTNHdUa9WGISpMOYD5tD2P\n0Lw5QmicW4o0AG6ehjFXAN1V263uDyIOYUHUmgUzv/PqTIcYn/fDk1IuO2UQkZ1ru8Ouu0FT+w2Y\nPGgbcx7M8lxhYGYsBR0dNc2tOSj65tVgOhAbmLqa7b9oPBfcyZcS1T7nV6rjn98rrPm+YpoBMqBC\nDX1MTNcZ4Bz9WNF5ZoqARI65JWqmjOEcgDZNZlLpZZ1bLZf/5MNdojBzLdfzJXk/MhsRUG0LYI3q\nkuiQ6KBbPFgsPxNxasgMiAJQiKpaFT1XD28uk5m17cFicdusMwhmBAhEhlAqD4dexFh/aNhcVdER\necAGcU7LQFHLw/j67Ow7kXF+4+9aXEQkXCzuHBw8JKLJ2EY0KKZbs2IgczkkAAQwdtyFcPQuaurp\ngsyOuUVkAD+3VqxCNREezZJaVKNIr7qthQi79f8l47oaSwEKUWGaGmggUslDjJs5AGGAaKCqo8oA\nE48+VbthT2OBWVLtTTOAEbXd4nfOHQEAoqtxLERgKs4lZkNCREZsEY+Y77Ttnba9sTp40C3uqTqz\nyupRAKNpzGko5ZJzBwGsbQ+Wy3vsDgGCzoFyg6IWVWOtX7jOwiAiMXnmwK4hCpNcmpjZMJ6tN99X\nwXrv94kQoetuL5cPCWkuEUCwbDZQXTCYqIQRg3Mh+Ma5dg7/XpjtlE5AJgzEHWEDxhf9Ups/hWYi\nU5uWrNP7+jPHsaCGvAuR7iGpoZQ+pbWeu6+VmLov5UTP3VfWi/3kVEspJyJ9dSGb5gFRN/9JABkA\nmIv3RlR7qBLCkt2Dtn20Wn22Wt07OLjTNIdmzgCIwDlFHHM+G4bjlEa91E7yvlkub3ftbYAwR7oR\noIisSxlUFfR6WxYRibhpuhC6KeleH0UtpX4YXpTyAXZMQgzhqGluAdDevQtAvMiEQwDYNAdNsyRi\nPG9m9q5rUgjhFtPy4kd2mexJOZWyLuV0r5vGJxjXECxEJHYVtcKOZ3CDiIyl9DusSzWSVGNKL0S2\nNbcBUOHL05XqF2N8XvIrBCRqiRbMFRgklajJLCNl5+ohVXNHq9B8tTr8+6Oj39y69eXBwW3mDtGb\nEgA6D0TDMLxYr5/nPFyyRETE7LvuxurgAVgjUiujEbDk8iLG01KyXjMVXQNmi8VR1x5MZgMYAKpp\nKbGUQSTNGuJ9s3LOLYgWZqG6FBPflQlOzWUrwpgBcLm8t1jcmlq6vuNRp5wYUbPoHjm3mh3n6ZXV\nfr61mADASjlN6aWZEDr8BHW8AFcUrJ1lwOSY2TnHxDDBzWqvjnFHNIjATC0A5PxCZD3Ln83Mn9Ok\nzSSlJzk/NwAiDwCIlSW2iI4iSbSvTK+IOtVo0WHTfHV04x9u3vz69u2vFoubiLVY1JuR90DUD8Oz\n9fpZzm/X7+89MzERN83q8PAhQqOTU4mAOefn4/gq5VFVTK/oG04tmRHp4OBW163wvGcdmqpZMQOR\ncmnG0Ig8kQcMZgtAV02siaYWZH4YrM1dV6vPFovbc5z9kkxRu1x86f3heRbcal/WIpIrKBlMSz4u\n5fVcjUyXea9XHteuKwxhFfyC6GT6rZpqNBvPgeqARAvEJudjkc3c+fNNDWBWUnqR8/H0JdCa/AHI\nqklkLGU7tYHcOcq4DM1nq9Uj7w+a5lDVEB1gqxLMCjugNI7jy344zpeeO/VlhNAtFrcBXLXoAAEg\nqx7HeBxjr8sjY3/lxZku23WHbdPNrSuhOr9mCDBjFi77OiGSmQdYIniADGBUiwFn4sJ6KecOlwcP\nmvbw/aplF9BqmuaucwvYi2SZacpDSoP3E8thKaciW+9vzsC1P5fGgknlKCJ23e2mOapuhQGogko2\n2/elkd3S+xuqleiiVi6Ame6YjwDALJdyKroxEwMBqGcoI3KRuNn+kMsZogGUGZ5jRK0PN7vu1nJ5\nZ7G42TQL5lZtIbJUc0zVxjpJaVPPnfcpLURAJOe6pjkAdGYMVvNLBWAT08kwrEu5Nm8iETfNQfCB\nyfZiUWDGYA0AfQjpVZkEGsRDmmpHgQjYWcXMgFUd2oTwoGlv+9C+n99yEmvmtlJswl6thKoNw6bv\nT1W1tu2sqF3nbhM1133q967G1T6GZqYiqtZ1d5vmxuz1gGkNhCoRT+c9guOV9/cqFZbqaJZn2Npu\n25pZVu1FtqKDnbNf1ihovz771xRfgWWo3GLVUmPnXOt91zSH3nfet84fIBypHRo4REGMZr3aKLKj\nC3zHizSrVaaBXVdDIQAMpoiFMeZ8MozHOY/X3LbI7J1rvQ/eOeaAADC1iHZg3oDmE/PdX6/HMbul\nczeJmuoAMpt3AlB2/CsATdt9EcJNZje7hG8+33wCIHOD6NgFIt5hj9Vguz3dbF+bTs3DVHsiH5oH\nSM2nst6vYbyripTi/aHzB1U8KkIDyTtuiM4hsOyWIdxDdKWcqm4BDbDMwLVZbVkxK6LbUk5rimrq\n2QxWyrDZfjuMT1T7iZVvso4LYSZi5oDIRM77A+dvqx0AeEBDLEQJQUxlbi3+zlHZhpjIh+aIqKuc\n4QjCLFJOUjypXUmvt5TEiBx817bLncYiQiIP0JrB5bSRdUkdL0JzswKQYNJYghgRCpipmlnbtJ87\nt0Sk9wgWztFpIuRqmuDe2xHRqrFExUxKORXZEHfB3/3zayyo6ZuUoqkHPL+9GTo+COFoj6sEiRbe\n30QMKT0rZU3EACMRzvj/+atguZym9Lwm1c1ELVWk8jA8Hcbvcz7ZRc8RCaAHOJvLrQAAQjhYLO4D\nLAA8ICIW78uMVvuwW0cUuu6+cwdz7NAQ1fS0lDPRcl2Mcj15m+aoW9zZrQYROPYATc5FP+ANGAB4\nt2jbWzTllSuhjSIOiBkmhvomhJvsFuchzrcmUrU1oqsGRv3gLjChKinFlHqRCIApvcj5xNHS+xtE\nzScJYsG1iNcMIMYhxlF1JtMwAIDgj9rmTtVYNdxA1DIfMC9SeiayJm4AB2JSRZEdBtLALKWXMf0k\n0mulUilrkY2Udc4nQ/9tSs92LilSQOzBTmpqeX6Lh4eHnxEtao0QsYYgZhmgFv9c0jQQAYC5O1h9\n4f3hzE8PgGJ2rHIqkkTSdZWWmXXdneXyIcznNyJ4x4icclSVCk94/yDvl4vFTeZmV7NFVJg2iAnA\nTBGs9X7JrkXk97SrRbM0lz8looBYkV5Tp2ORIlJEYilbAErpmcgZu0PmJVEDU/zil4rX1QULAKzk\n2A/HKfcw8xMhYNPcbLt781FYoQ2eqHXuhsggZU2I7JCdM4VaHTU9P0DOr2N8IqUv5TSnlyk9T+l5\nzq/M+hh/yvn57u6ITJSJxnnnmRmEsDg8fNA0K8JgRswQvBIm1aR6mYao2HDn2oPlI+9XcwYFDATx\nzOw056GU9CEd88YlDcBCe6vt7u3CS0TgGIlASr4CaIK877puVRsnzZn1wtwTZQBTI7PAHJgCAL9H\noVbOo8ognIg8c8fUEfmdEQJQKoO1ypjzazPz7gZhwCmf/QkMrWuEGwwM0MbxdUqnu98Scdsete3N\nvfOeAIgohHA35+NSzsywaW6ldJxV9yrxqTq6pbxW7eP4pMixQTGTnJ4ixFKOc+aZFIYAlJmZQ/VQ\nZyRd03WHBwe3xiGIGBOiB5Iksi0l+Q+1EiVqmuaWc8t5gxKAEkXVsxjPPhgrf9dA5iW7FSLPEEJg\nVub8dtufd87IueB9c4GqCtW5PC2vEsA+1+s7hwFgKScAwLwEQO9uOXeY06auOaICZIBiFnN+rhq9\nv+ncLaAaHf0040qCVRHJqsLMOb+M8ZX3E5iTyTXNMjQHTNVDnrY4URPCQ9WsuhUpy+VvNpvvwAQg\n2NwZ0ExUtpX5PcdXSV5UQFwcf0DszUYphNiaAbMHUO8Pm/Ze1Q01hUIG3nc3bjx8OralSNcggjAP\nOZ+mFJfLy1YfkZxrnevmTG2trBLmksvxMLzI+cs59nPFHWxEDtABeEKvk6JFouzc6D1fKg3168Ts\nmD3gBG4GBEJhlmqhGjBA7f5SyWHesLIQAGodeYpPRcfl8p8ApGk+C/5ejo8BGLAQA+BgNprlYfgW\nyXXdb0O4i+jw+r3g3zeuIlgGU/P6woy5vErptXdWCfmJ2fvgXajR890gaprwkHm5Xv/3KmeLxZdI\nPDM11Oomsomrfcz51Xb7L0meEbFKifEJQo9oamKaARCxIXJN87BtH+FssxIxqlUK+GdPm1KUWzQU\nH/qc1zmnWau/rSeqb8/MHpGYHFGldqbazj7l475/lvOo18wYMntVEFEiD4IAikCI2bltExwSvT/c\nULPLiBXyarUzY52nsQPEGid3iIxQ+0K+G92jmszSOP5YymnXfW1WmubzEB5sjAEdQHGMhCPYFmwc\nx++dP2qaR97dhFnLfhL7/RpHoWoRHXM+FlkbKNa1IGJm5nNPrRpAiMGHOw5uDcOfcn7p+JDQzbbR\nbt4ytdlOT8bh2yTPiJ1KSekEMRI6sFK7diOyc4dN80UI93dmSq0dAICpDmfO+xJFs1TDuZcqG6yl\n5ftuZjVrVNcpvSw5Xtd4R2RVLTmf+8gIgIlobBpPeJlg7Z5oSjOe/3K/uqGWpVyi+cSs5Hwc4w85\nH+f8knnVhLvM9wwWCGcAQIzsEsBa5ERk3S1+27Zf0ZT2sE9iYMF1BAtVZRhe53xmlvZv/9aRX43W\niYg7hAc5v8rl1LEn5Lm9OwJALRiXsh6G72J6luQ5EapakR5BCWuczAgdAFeqTOaDfdVYGZFTjExo\n7FQTgJhl5trz8rK3OPlsAEiINPemwBpO26ieiMQJVXZlmDIiqaqq7irkEAGwICZX6wGudLXqBuz2\nT51V/a0jWr6LDxHmKEMxk3H8IY4/F9kMwzeHq//auUB0E+AmwCnijASB1zk/Zrfw/rb3twB0xld+\nGsG6Iua98vvK2fppSltEA5CKdq1NXmrOcHfuVMw78xKR2/arEB6k/Mz7lriZoKe2ewAs+XTovyly\nUqMMRc5Uh7nFGQAgYiAK3eJ3TftoRsTXrxshM7ltv2FGHxpRqyyjITQhBJvrWd/3WDClUd74kCL2\nAOuc+1Ki6jVAf7timOoj1v9CVLUMUMDK1fK7u1zQuVaeVgwD0QreQW+8Q+lkszz0/5rSMylnQ//7\nSn1j2AHeqvBMBHMOEF7H8Sfv7jt3szLe4Hswgx83rhHHUi2bzctcIhJOCFJDVckl5ZzeaK+K5JE8\ngDXNZ03zUGXjXOu4QcQ91wMBsJR1jD+LjWpFdKy0iBMbGNQguWc+6rq/8/7uHPerydSJR34cR0Ji\n9mpgpqWA95334YMCUTUDTN3YJjkzE6aE2Kd8lvNwzaIdI0RE2vWFqAgFVcl5K5KuqA/wgqzv5AwB\nHGJ3CW92bXIxDN+W8tospfRCpVcdABipgwl2YcxgdhbjK+cfsjsEAMTKmvxpoqNwzZROTmlTnfC6\njVRBzWIcx7F/yxyp5x05t/L+jnMrR8G7mt7ivc+Yal/KqVqyGtGoe3O2ms0MMYTwIDSfO7dCpH36\nlHoRZg/gKpmdmRVB5uCcf09gen/YxX/TL4kMYBvjixS31wll1e8SEe8S7nWtTPMwnOR81VIFfHdQ\nncycGVeX8J3fM8vj+GNOL0pZmxVEF+MTkTWiIu5wTcBoZimlTHzItJh7s34yqYKrCNYMTzORopql\n0hjVGj9FVRhjPwybt5S8AVgtYWV32HV/x9R5773v4DxIg6aiGtWi6ghzw48JY2PTfyG1Xfdb728j\nhdqhaW9uiojL5W2zhQgT1WacNOXo3lX79fbzzcfNDpxjRKa6GYYn47i+bpkhs2PnzhkMa62OpfXm\nRUzbvcV5c+yvHdfj+fxTFevOAA6RKtv+WxakVZjkOH6rOphGAPX+9tD/Medjwkh4WtGnCIBYRCzn\nAFYL9a4HELrKuCLQD2vTtgoMh2qBIqiBCo7jOAzbd/m+hhgMhLlbLv+N9zea5tCHg50mr2yRagKA\nZgUQEKgSFJnulJYRdW33G+dWtTRjz/aqXLR0eHgX6UjEE7HVLtS1Fo0+GESuQoUzFBMAgMgQUXUY\nx6dj3MxH/BWPMHSOHXudEY0IQAimcbt5kdIHm4FNX6ntUuFCvZABMJKfc/BvO7xWndzKJIPISI1z\nN/rhDzE+BThBfI2TBQxgIsqiK5HJ6b40Z/8x4+peYbV7gFARFWBiUCkCMeYc48UjY/eSWCQTLZrm\nUdN8prKB+GqM+yeCAuDsQ9HOnJgDrVT9gBDuEy3mK+8/v9Xmq8w3zboZLb4rRrgKYSvN1tX5HkME\n1ShyllI/P9dV02cVnvrGO1JN43CS83BVAX3Prx2Hpmln6MQllyJ2h87fMisx/ox0Q+WEcCPzV1Sl\nFOf9Sncl7SAfwbdwybgG0G9qts5aS3QQgQiLQE6V3frNI6MCNYk8UWA+6BZfd4vfer8inCsK65X3\nq/+m0rCJHBSRkTxh49wRc/dWWbNBPXq4C81t51ZmO+6ofR303meCCRVdEXZ+Z78jqlkqZShlUBMz\nsKtFSivyHYHAcM5rV5shlbKtfTGvHrx4e7YhtMvljbd6H8yfsAIAIdwHRO/vBH8vxp9FzuL4Xc4/\nI+bK7omIoipKAIuZgfxTWld1XCMJjagI4p25ic4DiVAKqCACqOrO6Zge06xGR+rZ17QPm/YRc1cR\n3LtHQTj/Ctg8ppsSU8e8RGwqZm1/StUbr95A09zy7lB1v6coXO4VzonnUIsZ5/Bg/VMlY5EisZQs\nctWIAyLiVPs3nWT1vDZLANE0zmG8D1xmqjPfR0IYgFkT2uXyFrM7x7DvfctMELnrviZqvb/DfDgM\n36jmFH9K6UmVqKropMaIkOdCcLjCrK43rhEgrVA778A5rLEAIjDDyu+6Nz/bky2ZG6IKUYvU1oaG\newt2UcDmANccfEZyC+9vI7qZ1PBCaApr53HDEFbOL3Kpv3zDy7v8qbxzh84daO535nulOEM0s5Jz\nLCWTv2o3q/oQF3WAmRXCvKNn+tCYg2AX3zUihNB03eH78X2AGJrmUQj3ibyZxPiYKJS8nktddI7U\nVJmV/WX/tOOKGssQiZkJo2Ng5l2Pa8QKGK+lfwZT+UCZ2NV0KuAxk1LOcjlRzReBGfi2r2sGqvXh\nlWnZtA8Rd03C3tipk0vH3BCF2RU1BLWrChaH5p73t97YskTKXMzKOG5SGq5bc3/xHDYAQcyI5YMl\nFTDH2M0u7I0ZTu29b53bD5HbbP8hIjO1jg+q0sr5ueoopVfdmsWdeW6zma86zBUcfwnBwulwqYn3\nwo6YHMzNQggdIleowTRvKyKDSF/KSSknOR+XslEZxvGHcfheZAvodi8Rd0K112jEAERRFVUVaenD\n54BhPmf3PzWFm5FqV8jJmeIZfH/5Y03PT9y2n4VwF6bAis1wF2VKqrEfTmPqr7Wn97bILjGjCBGg\n2Puryi64JPW9GFzcQo7IV0z2Xjz+/Hyojg6Add1vAWAcf0BsRLMZGpCaWD2gzYgcE5qNzJWQ5/Lc\n126CVz0H4FpHIbMPoTGttM+mlV4WkNkzeyLeBcQrEUApZwBWj7CUX/T9t8PwbZEzmxTPW4+y9wtV\nMAQRM+2IbwP4i1aF7f+AaAADQKwAXGZ4mxbrvU+FHMI9d1FjISIzIGSRzdCfpHTvujsaJ7N9+o9a\nbqSaRIqa8gf28259zveHAQG4WkFZ61Z2mNfdBqu1rGbFuZuqfUqPmRcqgNSqJdX17BsBVWIHpipY\nV9NY1zPCroFuIHIHy7sqbQ3N1QNL1bxvQrOEGSwAgKrbYfyTlDUAVPMwpWcxPk7pmVqx99RtnjuK\ns42lRlm8SAPgL6yyCU4EuzWrYwBnABtEJGREmzkXrxA0Qu/cIfPBGxg3IjDLOR8TneacfuFhgWhg\nJecx59i0Hwyt0WwM7SteUvWqfu+QqZ+sslJZ3apjiKqxlgoy3/B+pcaSX5id7XAhAOB903VHzrkr\nK6GduF/p81fusKqGyAerz/p+kVOpSQFTEjEfFm17oKoAqJrAJJeTzeY/qQ4wEehYTC9KeS262b2h\nff2zL1IwGSgGYKqcEo1jrv7B7ruqidGZqYEQdgBqdmx2hkDEgZCYPNG7m5ruDQNAokDUEjWzk1E7\nuwAhKuYYnxF8ca12Fbtib9uDJwCAgQzjNsZhudJ3L/sc70WsZ0JAlF14ArF2ygwAZKowV6JPZoQV\nUzEw0QEQU3pWyoZ5QRR889uYwOLWoHa8ADNWAx8ODlaPmP18qrwZbn2XirJL/3phXFVjVU6iprnH\n3ERVhlpyg6pILjgfKgrALKkMOT3bbP8HsAxGAGxWcnld+1CoCe7lWM/Fa/5pZ4giqBrHJMOwUd3f\nx1ZBkmZCxEZmJmavzU4BkCkwd8zNFbDb9Rj1M6TO7QMykQAklfxceK0ql1OMvHVhPOcSmMJzJibj\nuImxf5+MVvFDIKaGuWNu1XYkgABAIr5IMAM1JZtcZ0QFQNMiMqj2RQZEiOkJgIXwgPmwa3+Xy6j2\nLRjCBI8mNXLu8ODgEbM303fxHl4iVe/865vjWiX2BBZs11IbQJUMvJmpZQAzyKal5JNx/CmOP5pl\nMAZgs1RkbVqX6RyP9Y57zCk2IgACVZScY9zuPRgBCIDl/KK2TkXMAKK6Vt0CCJFrmtvs2itreK6c\nMG/HMgCy2alZ3CNYv9JQgF3PrfNfqsa4TentbP2bgyg0zd2hX6is93WJWSgSSpHZ+jew2kQWDKSU\n05SeikYiJ7JlPnTuiGgRmke4PVbdr+syNc98o21vvo9eax54QUshz4R7Hz4QryJYu2ZrMIy9ilQM\nHQAYEPOySI7xFOmhSq8aY3zc938s+bjSuFeNJToiwMXevheGKgGoTQ6BEdVUoEqJOQ+mRTUjMSGq\nFgMbx+/BAvMKbKsSVbZmI0Amom7xiLlTzUTNFcSrYslRYT8GXTd3JhwAomquR9L00B8aZlikern7\n8QJJaVvyeOmpagZK3HTdV5vNf5f1BYE3SNNfoDELMWWDOYRrpjYCgJnl/HIY/mRgCMjUtu1XRI7o\ngN0ts0HN02xxmCnYguim43buHv/2lHbbbNcDNTN7tQwARB/umnkljVVjL6KyXj/PJSI7gwRAiC40\nR2YW4zFAn8uZiQzjd8PwjWksZQNIAASmZmITB8M7ECE2mSakyioAKEiGZABiNpr1ohvVBePCag86\nGYb+D4grHx6ZaUpnIpXupiBS195nbszKh4r4ppvX2MTeB2cTFYtzBTGaRbCrYhxq+FcU9y6JVjMT\nNpYS98INb8Tk6lCmZrH4bQh3YvoJQEzTZH4Rm2HKo6maqcqomkXXAIDU5Pwqxp+RPJg07ZfMKwBz\nfDOXgxoUBNylYhVgAXAIWKtU6GJWZ2eh783fVDUiOpGR2V/sdvHucXUby3IeN5tnOfdNMwWdmJ0P\nN51bivZFnosmkzKO36f4rArT1Dn83Nx4bwLPDER8KU4LINU3qghKGAHOcnpaypK4BcuqQ87Px/EH\nxJXzf6+KcXyR8wCmAErE7C7U+3/wyWCO7lx8x4ZgzhlgbzbOm+uqLvfbn1VVMLFzEsp3XgoBkN2i\nbR81zefD+I3I+vxvKAYx52hWzLCUs1JORLcARrSQcqo6EphZCf6uD/cBxPHNsu3VihnABUPKmXmY\nGovgRZ7w3Q/7brWZpZxHMCBaXUVtX6lKBxFVJcZNSseqw24vOvbt4kbb3ncOYvoTmEgex/FHkTXo\njpZjSt9NizPVllyYWV1rkSbnVpIiJecAUQgNXEE8HoY/rVb3LByp5lK2Q//HlJ4DbIC+lXI0DD+l\nvAVQQmJ2qmeIlXr5KnSaNvHDTuD6cwMI0YityKnZFhFU5T25lHeMN3SlGYgogu74KfaMJ9zvkIPI\nzIsQbnWLr/v+n0fZ7K4IOJqtK8eTWSj59TB+N6OYguhY6fIB0LmbPtxFAKYlc432TxZ6BU6agYoi\nvkm3DJP7KQBAFFRjjdrUo3Acf/D+NvsDs/wW3PLN8eGVqrleURnHtdpGZFDVGg113i8Wq6PDRz6c\njON/BMUUT1N8AlZ0IjbCefdO8Uyz99l9ptKWcliKGfRtp8yRCBgF4fXQ/zHnfwpyWySWfLLd/g8l\nnwGOefNNSo/67XdmZzhzl+X0HECJmkszvue/J6pdPD1SMBurmYIwde3S/FrlVLWo5jkIfJmkGgCg\nEZuUCz6KqtHk/e7Efd97h/nKRBSIm677TdM8GMdv6weQCGBj+spsKPlEw2HOL8fxO0RvIGDq3Y22\n/dJMiBeOV8wdUwDwxLUYf9rTZojk0QBAdtQjbxYnWlETRFaNzAszNcsqfb/9l8Xyn0Jzf16Ky8ZV\nNZapljIijrWyihwCgHO86BaHh/cB02b7THIahxelvAZANUEkuJCc3l/Eizeoe0oDwhEAS3GivTcj\nRMCidpbz61KOc34lMqT0bBy+FdkiScwvttt2u/m5bbdNqIqdRNYARuTN8tVyVo55wbQ0PVEbz3Us\nIqKCnUk5zrl3buGuVoWJaEwqe09qBqpGXBdkX+Bw739hL+AOIdz37tZ5lzUExC3AK9OTnJ/nnGvG\nrBK3qg5NeNB2v1FNzh2yWyI6osbMiGpehHZLDVDRgkTk3/06QKvNalaIGjATGVN60fd/dO5G132F\n/IESc7hWF3tERazVJtNvmKAJbdctRToETOl5JaGfz0ree6+zmfUeA6NatM4dmK1EQcsz84aAIqnk\ngZYu51fjSKYpxp9LORbZOOpUse9f9f1L5/qmtoECI6qVzbhrDPmup9lPBqP3h97fzPmJ2dTMCOoW\nRyUacno1Dsdte2PvWS4xtqwiIy66hNUA4Lom1c+aWyjq3OJFYIpOiVlhXjB3s2JDACNMiKeqz1Ny\nxGeifX1SxABg7A5DeFAFC4FrmUkNxIfQehdMrYYJQcH7RdsezCnV/WeZ7C2VbUrrEG6pJgQU2YzD\ntyk9i+MPOf8j8+r9jz+NDwtW1aCI5JwnUkCb1CcCgrEjoqxGzEcl/8dcjuGCn73vbJ0bV/PG3HXU\nARFAksYfeP+ZaRZBUzO0lEekEsKdnF+JnCFBHH8wE5FNaB45PkzpaSlr1RFQzcBMmuY+Iqsm5nCZ\nxT35bQZgwd8O4cF2+/vJRJ9NIARhLjG92GyeHh59cb493j2sxpYQKr3lOdj3wkMDAIBqImoqLpc5\nAMBMESNmUaeY3+7ziCCERrgp5cdxzKKtc6um+UxkcHygtmJ/xHzAbDRV48wtHcxCWDjXpmi1yZUU\nXXQ3lst7OKWDYDcrRFRNZprL8dB/w+6/RPCIvpSTbf/PKtsx/pjTi8Xi7z60u64axzIi8qHZUQhV\n/lYDMY0lv1QbmA5VB9UIwLO1ftFCn+sw59o7g73TXcSYy2LRqd7L+VXJWEF7OScEJb5ZytosOhdS\neln5wZiXzq1M/wUhgWUwU1DT7NwtBFAdmcNbMc95MvtxccAQ7oTwUIRFARkmvQUAIMya4uvt9lkl\nWX1fYfv+ctXoz/mzVXkzsMlTrsUiUURmhdQCgFmWMoj2qn1FGamNiDStoykTIo25/DyOJtKsDv9H\nbfcoxZfMHSA7dwPRVdKieSY1e6jOhSnCXvdw0dDcXC7vv225m5lpVo0pPe3733eLr9ExUUjp2dD/\n0ayUclzK+pL6s9246lFIRN41RC2hA9gxO0qMr4fhR+KazzlH/LynWhdUp5YRjG9SmzhnXbdQPVyv\nSQoBQM1eSLFSAEBrxwYzJerYHRGtmIx5450QTRaxalIV1axaA5vvs993gQ9C9CHc8v6OqlNhRd2r\n6zZEy2Ud44mqAhAC2fuP17pOlSuGiOdW3gCTmZVh4u4S1SJyDEDMq0o/rppKOU7puegWgUs5LWU9\n37E+PhuMOb1MvGL2REvvH4Kh6uD8rdp+YS90qaqiapV5+/zcN1BF5w6a5sbbBnjtFVLySRx/iPHn\nGH9iWqgO4/hjzi+Juj3t9oFx1SQ0IhIxwAIqfGDCSMowPHGuCQ2n9HI6d0ynZKC9NQUzUxMFRCQ2\n3PsAkzrGtmmLBgQlcoBkIERoIOv1i9VquVgcIALiCiiH8Blip/rSux4sE5kp1GqTGJ+LbE2TyOY9\nndwMMRA6Q2BqiYJzh+yOVBsRT5Rtp3Zqv1gdRDYiBYAACe1NP2rvskToCQMAEAXEqUEGTjVto8Fg\nFlV703EYviVqu+63IlsAUBlSej7034gNTG2RtcgWyaF5sAwASKY65rSOJIvFTeYDpJbdYeyfOH9n\nLjYhxIlGbrfVa6sOnPpbGBgjts61NNFCn0c9zJKBxfRk6L8p5Wzov2mbr1T6cfzerIj0nbvh3KFq\n+WDk5arhhnr6gbUABKjzeSd9/zNi6dSn9NIMYOorTNNUL16nIm1EgNBqWnnnFDFbJRVFRURxzgMS\nWHGOVfPJyfdt++/Y3TfLRH0ppyF8BuBy/i74nkiIam9Nb0bD8GPOxyFsxYZ3CDdANfCZOiDH1NQT\nhKlDWKgEcxlgQughopiYJYO4q2O291x0cgiQiQNxYA2IGUzAoJZ2GIxma5HTnKv3/gfnD4O/K9gD\ngGlK6ckw/gkAnDsQ2RoUok5kBMuAUxv6nBMSI90HWKgUAIjjz8HfxykettNNNVuvqjIMJylveApj\nQW3/jkh7zFM7yy+rlXH8IY7fA0IcfzKTIuuUnhO1qqltHvlw1ywDfKAU8ar8WLXkxozB9s4JKyk9\nJ0pIPudjA0N0Zvl9wZ7qddd+CMYX3g5z7YdDSOwclzLBBr3HnPNm8yxGE1kRqXM5xh/a9l4p65yf\neh+JqzEBoKEUF+OzlJ6FcMfeY2ABGFHj+IYLN81K3QyI3rkbw/DzPnXRHJUWgFKZq83s/cdrNR6F\nufH+0HIw2FWoAjMgjaqvc3oC0Klsx/E7LzdS83mt4DXNMf6c0nPnDlW9WWFqiVYAZ2Y2G+KqCjmz\nyIFaozqKHKf0JKUnIn9PdLTfkLcax6WkcXid0rrr5ncAtdGc4buOwlKO4/hDSs9duFWbgZkV00TU\nEXVN+6X3N69CwnNFwaqzhJlKD+d5ZNXTlBNHJ9pPuLN3HRNVmalKbT1vAKywqxZABCQgEkB1rum6\n1XbLatOJKZJzHrbb7WYztu2C8DCXDmBpdlrKKeLonIiYCoE1aq2XmNLTcXy/S4wAQCE8YH8oMiKS\nSGT2bXv37JRUy96yIKDaJFVZNQLQ3Cnk3UM1E4e2vVvkD6IKU5UOhkBIRfX5OH4nssjlVUovTMdh\n+IZ4CQaqMcYnZpF5WSk6vJpz/TA8VVXiXSAKc5ZtPxxm8K4fhj+VcjqOPy7zqxBu7e1nnPMl23E8\nLmU7MU8BTBVyZm/VXSIAxvhzjE9UR9Xo3NHE7+JWqkMTPmuah0SLqxD/XdHG2rnNab+/sGpGUtOS\nMwEW3KVE3mFcoRmrgCpXAVU9Z4+bo7/FLHoXFstb296roickEqYMAJvtS3795OaNz7qOxuhzLipR\nSkQcqXJwGJktAG4QQcmvY/x5v6JrfyCSagSztvtNJXZTGQmx6+5OKmpv/oSAkFUH020pp4h4WUAf\nUUskhLa7u+3RTGnqWYxNYHZkdhrjD6WEmH4WOUOQYfg2hLsVz13KKVEXwkPnVgbq+FaKverv1c7L\nagEh5/709NnNG183PvXbf1YdUnyc8yuif/vGqouUYThL6Vh1q6q1BuYtTPPuFSMix/HnUk6RXF0f\nRM/uqG0+k7JeLP+N97cr89sHJeYaAVIDM0sXzeHiGABVtLLV1f3wVqChnoCCpXhVUkWbyK6lWnBV\nsgyKyAZRuu4mQFBF8sioxNk5GIZXqo+964jblGCMJwhrVUXKNSWuigqdd3dDQACpL+mdOCpEEumJ\nT0o+rv6/ymg2hNAxV7T8udwgAZECDCKvU+reStm+eWkpg1kffDeVWM5lht5z03TOQc6vcs5j/IHA\nK7pSTpgXZiCyRsAQ7rXtl+wOAEHLuN08V53jzBNvAJSy3Wye98OrttkO/Z8QucBaZDt74ufrXwWr\nlNPak6ZKVe0/ZXYR0rFbmXJW+ykzH3Td18wtUtN2v0np5WLxO56IDt4dst8f1xAsgGpe7F0RrSbU\nJg5IkHcoyclmtxQh51YkqBhCAou1nd8+YKOUU9ON9wvArmZ0iIBIvS+b7WkpLzfdEfGy5DiOzwmP\nK5zHDBG5KCK2bftZ0zBzRAp4noe+uHyARK1ZjvGnWbCiSCRK3hOgq/wRO+FhBsQhpcdxFECa//Qu\n2UKU0quMALtU6ZRbBnBNOGrbWwDbFJ/k/NrzAcAhUYfoAZGscf5203wewn12KyRSjs7dMqgtZ2sU\nDQE1lzGXTd8/7prjUo6ZWudu1j6P++ARA1OTGLelbADjHHeASaqm4PAbT2E0eTPLpv0ihAfECwJs\nms/b9mUID5kWNZD5SfBY1ZWoJFK490NNYE3KdW+eux1js2WGqjhGVj0AOFATogh4uscMOHWJlvJa\n5AXiHaQVYAAYkBjp/1/dl23JcRxZ2ubusWZW1gIUChsBkhKl7nmaT5iPn7c5p2eTuqWWRHEDSWxV\nlVtEuJvNg0cksoBCocCmyB57wAHIzAgPTwtzd7Nr95rIBszHdL5aPzMsLV1stxui8wnwgoiiyYlr\nZ+2jsnTMa0DMtY5rHwkBDdJ2++X4L4uqUXXpQ2lWAiSwNPa9gQkb4eVm8zfCFZIHIHwPzxAixmGT\n0ialHyE3O4wgetTknD+p6yfD8PfN+g8AqmnDVBXhIUtrgMY1oITwkN3cyRyRlAZxc0SP6BG3Of2B\nEFPaIKbN5qt1+BEAVbfOn4g/NBsQfX66pKqWUuz6YZl0JZwhvpgUTSnnTaa52R3NzSx5fyoyT0B1\n/QVLy1ybqXMndf2FSEvkp0rUB+z2Db6GZEQwyXEhABDmhM+YaZ7metqQ5WSKkhqnxH0fEGbijliQ\naYm4BVvuRLDzupHS6xh/BDhBbBA9jKzDILIlCqrLrnum6qrisu9eEW8ZFQDVkNAZ1N4fzWYPirIk\n2k7tUNdOgREVcXi+XP4fIjIgBFCNZpuiWAzDVvUcQNFyHx44AcTlZvN3wp6lJfJEUxjav6gBIsa4\n7fvzYfjOVBFoQghijJ75pK4/22ziEoWpBDPnj8vqM0QxQIBIVDg5Zq6Yc2DomVsnrdorgC47FsCg\n1glpHJ73/QvvGrNtUT72/kQ15ppEftuG2HX9cugvzDZEEUHVQBObOQCH1+BezMxC8cD700ihrH5D\nFIgK1YFlVlafI4WpBHkzVeJHOFb+7ZXZiPb4bnD0LLqCsnqzzKuaKSSVYfAx1YR14OMQasRXYN/v\n184AQE1TukzxAlkNwo4KiwhYBpHeYK029B0UfjB4aZDYAwCpghoxH1TVaV0fOz9HivvF8nfmT5kr\nmCBKCJAbgpl9UdyJca26Ioq7zxMB2KrrfhBuApY7OO9bl59COMW43W5fqg57+SGIyREtQrhvtnTu\nzhBfMvkQHoTwcHxJUYlKopqoyML0qpGkCsWd7fbbvf1QIuyJhryhZy6RZkXxUGT+1mY8xm6zedUP\nrwC2uZagCqqiGgD8e5TD0LmTong4DHUIZ5k6i8yYanZBdTsRHXzYbu1YBojmnPbDfvc67v5487kx\nvQtmqAlASVMRhwZxDtiGcOfg4EzTd5fLPxgwYsagAQCaxZS2ah0DgjnCgMhqSkREytIZECBpTCkq\nuzWCAXhAMYOhZx9O29kT7w+cXyDm5NP1nmVmiJLkwvu7aj2MaQ0FLBHby+VFjM+976YNACCq6kqT\n6wcLRckyY/bjQ169MCIB9GYvttuNQU9sCKhqKaGpR5oxz0M4K6unabkJ4awoP3FuAcRZ15QoILix\nkwRYVYWrqn6w7f6nJmXOGGJzEgGWwnedA6RYlk+dv4sY8gbXRktdt764/L7rf0Ta7vRoVL1BQ1Re\nC6gicoBQFI/EHTK3RAGBDJm5IC7f/OK38K23HOuqx7x9V/Dett3+jm8s29v0g+X/lE97ZhQjIHjV\n1uzE+0OAtqrvHB5+OvRus23zHkgt8YhxGNSimREhc2FWILDZkJnQRHokQMQISVUdZsH6CCBmEmM5\nP3gwnz9mLkUqQLgZpW4WhduyfBrTErIkLoLTiLg0/XZIQWCVS3SICKaqXdIuRoe48P4OS3E1YE2h\nGilxj/i865S5J1JDTAoxZiHCCjF4f6eqvthuvymrz0LxiLiY5CcBkXEkCdOcMCMqinAKkBNOZIBE\n4FyKcen8b4viyOyHqv7CyQIh46tAM9+wxu328uLiu2H4ganLjF2qYBqQ5iLNO2oGBoBE3lIM4cxZ\nRGQkb2NLsEPIoFzbk7n/CHTDDR9FRGQXiW762Fi3SZAUVCklQSgN5s6diTsCCE1zMp/f67bD6/OT\nIT4D6N8gbEa1LUQi71tNIR8M87icS2wDETJGTSmfFs2iqletDRZFcVZVd5E8EQMQ4A3BGFU3JE2B\nj4Z4kY+0+aST0muDw5hCSoCcyzo5BiQzHSIRHYRwxlJeB3LIjtURfT0MDDgI5IgFKbGIR/SAIu6g\nKJ+G8MeieOL9SVYffnOFaSoAcnMzAYR9uCIieKdgG+/bojhJCYviiUiLiIgjG56qDsOwWV+sVj+k\n9MpJT7lQqGDmvVs4317XSwgZGeb8MeT49qZfYZe9e5PWf//0AlznWFcSIbsHRiQiZlJmUr1mUzxC\nYhRSwpQgRkhJzBqw2rnDtn3s/SGSa9s7ZTlnOmqaR5fLv6Xh9ZVrZDgcu6Y57rtSEwrnU7SJM7NE\nCAgpDokJEDUljElMD5x7UJan3rfTBugD5AiIwlQxF0jFWOZANIDtlokWqmWMwDwlgse0og1xC1g6\nd0IcwOwadAAgwgapTYkojVREqphU2ByRI3ZE4v1JVX0ewhlznXk+pgvomAuEDOIQM+i6VQan57eO\nyERUUy9M3t8FYHGHGXWyh0FK2+1mvXrVdy9ML4gGorFQC+CK4jAU8/c4FmXqEUBKcbPnCblEnYh8\nTkDunPh9tnOsXWSbSsi75EFuDEBk9kjC7LP8wZUJzQkSJU2YIsWI/QAxOqI5WFuWdw4Pn4ibs4S2\nPXEuIM5ns6fb7b8M3Zeww/uNl1IRP5/dO3/d9oNDxKRdPvMbJAAQzMl9MwNVTDEQ3anrT4viDpEn\n3rHA32SITOwBUITz8AnZwJg7lgOwKkYMAQCm8gAhqMbhdUrRLIAVWaN1/8W1qeBl5tR4QvebGYF5\nxMDsM30oUV3Xv5OcxaZ9iAFMvyKaGXNQhdXqJaIjEoABgQmNOYkkhC1i6fwnAB6AAXn8pU1THDbr\n1Wr9KsbXCBvKKqQKpgjoquqwLGZTN8RbqWwjcogOEWFExL/ZHan2gAyWVAcRf3POYa8oNt7m2lhn\niMjsmWrmQnX7LjJTFTRRGngYZIjY9RBjcK4RPg7h3sHBfZGZuKIoGiISqZrmwcuXre37FI4ks8LB\nN633h922NFunZERAPG6Xs0yfKVqylDCl4P1p0zwJYQEAdLvDMExhn7kAAAMjJDVD9CI1QIjjizMi\naBAZ0VQv+v6y6zrvvfchs1fukjopJdAUI8S4B/6c+hecr5k9Yd6ku6J8PE4skL3ZDu7vcS0jS/t+\nhSiIpJpPEkZkIqbpoh8GH+7qmDodgcgGEGPcbFbbzYXpknkgShNYlBClLGchNNdGrAknnTOXbxXE\nTLXP8t7Tnu8m23esHH7dFI3eRuoRBe9OmOoBXr27dzODocc4+GHwQ8S+h5QKxDKE47o+q+tj5xqW\nglmIiCh4fyBZJvTKTRCRRLz3s7K8t1zOh2GtZhMrkU15bEvKSTMAsCjLe03zwPt27/W4DaftuF/O\nX8myJ0gOKWQehyvvKyKiEq632+cXF8+bVrxvEB0R7/hhzTrV2HVd120Aph57AzAjkqo6ci6YGSIQ\nepYqpc00mJ1jvX3mQmRmUX3DHpZ9i8WG4Xy1fCXygPlNOX/a46a+74ZhbbYljEjjvGV1F+dK594l\ndN0NlyZQdXaA8S8Z2tV13xM650/M4s04UtnNm1ky6wGcakREIrErBysjCqF4wDKDSbL+DSzRQBW7\nnmNfxFhFxRhBtVAtiuJ4NjsLYeZ9Q+xwPJMToScM+2qO03QiEQsXTfPo1eu7m9UzljeLMgBmmGpS\nlyKbosisbc+a5q739R6d8K1yLWMebkrPAgCTEAUkj+YAkkGfozWAASTmfr36FvAvSL6pF6YGRDuN\n4JSGvt+s168369dgQ86R5bWQmZvmWKQ0S4ieOBCFCdf1vtGiahTxdX1ycYGTfEtOGQOaDf3r89df\nI90PodGkCaNZMoOUhiFuY1yntDHbIqV8/sv1CUQnEpjzEefdW1+bTchBZzBLm81fhBvxx6o9c/E+\nnDDsb97NVHULgEk7fkd02gyIQhEeCM/27j16hRrGCN0WYyxU66RZFS2YhbI6bJo7zCFrdJmlvCed\nulZozAftXnDMnsdNc9+5O697Kyg35SFOHpwixujMhLkoy+O2vVuWM5HiPZP1fjObyLosUycRs3Bw\nrjGtEBLYMF7QDDGKxM32m64/CMX8cHHmXYVEqjGj17tutdm8Xi6/225/ROxyDswUAJQZi2LG7FRH\nBVoDpWnRuXbAiJhSFCma5vTyAlV3gGnMWkZdd77afGl0NpvdCaHLamdmMAzbrrschguzFWLPpDhq\nPCGCz9xGREL0vuXM3vlL9o0upeVm/WfnDsvqt0DjLuJ9lh1rlyCOw/A9omPv9/Ha2TIXL1EJgPuu\nmhX64pCXP29QmhEAE3oiH4o287ES0V5sQtWUc11XmRMVwHKKJYRjkfkwgBdQToSioKqgyQ8D9z15\nPy/Lu3V9v64XIZQiHysFc+XGeWw0NrQdxWEBsL56QSWKKf64Hv62XD7oumVZtKqoGmMcYuy7brla\n/bhcfjUMPxL1+8D5aRe/d8h6c3q/YQ9sIr4o5kiZE2v/k6nvL9ebb0m+2mw+c64Rcc4FAN5uV5vN\nq2F4TnQpElmAcPyZ1JzI7OOl6hVAVfuu+7brvk5pNQw/hvDg5u+MjjU2Hmm/Wf8phPvm5qrDnr5I\nPugGkTlxSeRUYdrHmSqmAYcB4kAKBWIJyMI+d0p7XztfMbvpVcMppGd6ral6nYcxnjcREJ1rmGo1\nSUlS2oowmGnSpGGIPESqm+ODg9/X9dMQWhHHLNfVhW9rNgKSqKyatn2wXp1p/AFBbEoBIILBAHCe\n0rP1+tlm86quFoBqZn2/Xa/Ph2F7efndev0lwAuWOOJlRgFE6LqlatzT5twPDNeOOxMKe+bA7A1Q\nzZjGjgLVmNKm615tNs+Wyx8Rgjip6plwuV69XF5+13XfIL7wPrKMqbiUSDV4f+xc9T4GjesMMzex\nardZ/+vQP1ftuu3XRfHwVgnSLHYa48Vq9QciH4oz1UxFAnkWEDP5XRBuiGqzZXasvDbFAYeB1BxS\nYK7zwkfIoZh5V04MpW+PWBVSBNzJOCCapaSdaocARE6kFq7NOtWOUBTYNJmGmAozKMv7B4v/Upb3\nREpmIpJ3o+zNU/buPxGpKtv57JHp4+3qz2aDWW8wEOWfcxAxovOu+361+qFpDpMGMNxs1peXP5gN\ny9XXXf8V8blwxDf8tKwJVqvXMQ5E+yqmN20HzYxIzAQAiTzYxLU2zlZUQ4N1is9Xq28toXgP0IfQ\nrFbfLVdf991XRM99iMyAYGCUEpvVIZw610xNbLdxLzSLqjHGi9XqjyktDbTvn03NwO8Nt9mx1EyT\nrvv+u+32S++Pi/Kpcwdv3QCREVncXGSW0np6fjCFFCUODqBE9N7XRTF3LhBSKGbeFwA78Pj4pfF7\nqqq2X1qwUQzswkIEEO9nIRym4dIMAVi4Smzd4GIsnaua5uFs9jSERT6W36Lj7xaziFQUdZNO+/5h\n7E76YdB0DjTk/2eQxJlzG00vVqtvVqsD5yozXq9Xl5c/IPbb7beqP3i/JNa9oIAxptX6PMa3qMg/\nmGyjSbScJ6D6iIw0U0QV6QHON5tvNCZxNXNM6WK1+rrbfqP6vZNzlnzAz/SLYtYUxcmkwf4Rk6W6\n6ftn3fYr1RWSV+1ulXnPPQIpXq7Xfx6GF9vt36vhhfdH1zxp5hiWw657BuMOKZmiWlCtiVtiX5az\n+fzMOY9IIbRF0YyzuHtHckrFVNU0GfCVJ4xx1fffl+VniK4sT5r6/vn5t4gBwAV/F8Bdrl6YFU39\nqG2fFMWJD+1t5E1uaUTsXFEWi6o669afbLt1TEsGAM7nfCUykU7Tq83my9evK+cWqrzdrpbLF0Sv\nY/wW8TXTljhNYsIEyEl16Hu98mqNU3rjcDJLgMSIZoImmiWV0ACMJXk/MF32/deWtjQsiLs44Hbz\npabvgF4SrZmiGiCSGql6onlZHjlXfsx0GaKktNps/prSMqW1uDsss1vlscwGMx2GF+vVH1W3Xfft\n0L/Axu0FapzmXYI/c+44s48mpZRAzSE1TEckC6K6aY+Ojh5lnmfvq7JocaRn3Z/SjL7OHH674jUC\nUEqX2+7rVrciTV2ftrMn69UfnSBTKMvH4uoXL7cizcHBb9rZJyKVk2ri6PmY8+B7jIgQgvOprk43\n5eevXn8/DM+mPBAgmqGJxATn3fbLV69I3D1N3HebYVghfWP2vcgaach6QWZg4BAEQJD83iB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      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=200x200 at 0x7FEB63D8D6D0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4806\n"
     ]
    },
    {
     "data": {
      "image/png": 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JZ13s32ddPaRJ/g04SQls/BEp6qvON14MIkrB6/vHP25MNoqs0MZ+GR1ZMKqY\nUudd27U+eqlhI5LsxYmDQI4wYFG9t71zYMu91FPHQxbcU+2Utn3/7aVKqGT7RNZmmS2arqbYF4Zj\nij76GMKHk3dHZ0cuuLcfXz998Ew29MHngfDGNmfbNitym1tjpQ9ba33NaTOhSpBCDMz82/uXZVZs\nlBsuOGno+6PhDlcYFiEiEgKymAJLzAEAPPQUABFecx0owKAxRnn1/ZMfjTaAaLUF+JJiBAPHGEN0\nPjhhhsGKY2kA2Kc4soH68AjokgzCzd/B3vvOdRK64wCsSMP4deEOSBxm8yIvqsair+UnIQZgcK79\n62//sqyXzOnj8ft1bz3spJg4zSYbZTklJGusMdZqY25wkAgc2fmu7ZqfX/9ta7b13ePvweM31yu4\ncl1hWIq0IoUJLzyaHuC+wwMT4jKierj7SFz31yhvpxSlviQhNiJp0kRKkWaOl2ExIj2GXndZkrV5\n78aYEhFFbOJm+FtICrk0JTerj3nvTubHbz++ZsTM2s53lw8ikWiRl7KhazJiWzdshXL/nXefTj++\nev9rVe+cLU63N/fueJl/53XOsOTyJdnBcL4KASAdS3csmEjmXGRFjFGazr6w/AwYYqjbShQvE7Mh\n7INcpJiAkCLHEXsUHtxn9UUxi1OMY2RGSEbb7PqCVX9uSFrpIiusWTUlK6K6qT6evF82FSI+2Hkw\nm2z0A72GQVk8bAPWZIpIpu1JK/YNKVGIQbrTfnnz08eTj51r3356u7O59831jK5cFy8DAYw26xFr\nn+5w3wqXemnu25fUvLQ2xtiviQBijMt66XwnJ6NQZzbLTS41ENU/exYnhYiEF4mHNy8ewrJepApx\ncEU5krrhvIlQKyUo19hmqEh3rj08+YhIPrrN6dbB/pMYo6gSMEPqK5uxTzaRlNIKVWasMeZ6ohXG\nGEIIdVv/h1//eVGdncyP3x2++eYyY9etCx5L4BlzZSrUK/jcwWPJdWqlOSUA/kptmZhi3VY+eEJi\nAqVUpjOjbZQWl/NORRAmxLvD7he4LiC3wWhtr1FSHRdhz8ODtf4tIgrR122VmYwUPto5eLz3RBwV\nIQ1iudJDQcAxcdKkEVEbI5H7DUBD57qj08Nf3/5ct7Uitajnt2aR32pdOC1Ug4jj5Y8Ksnd3E5Ew\noueNfKlhDVh254MnIqus0CvKrCyyQpMeh5Gsf+/ntgONwD0MkKwmrbW5eUsVIxgVjvtDAQu5SGu9\nv/XgycNnm7PtdQUeGW3SDxKDlWiKIqXoupQQhFJRt9WrD7+dzI+rtiKizGZ/QF8l6/zrjtALXPW5\nkKSCq8fEkBjG5On29XXcj17dS+TOY4yKlFDhpAAwLaeZsUS9iCAMfL3+ed35a5hFDjSO2CghSjPS\nzXsqAhJiCN75Dof+w5iS1mZjuqVJPXv03ZMHz4y2duCCIkurZpf68xza9pEFc77BXRll6mb58t0v\niZPz3aSYPtx5JLOM/oBQ1gXDQsmxUZon1053wBlw7T9vWePL9KW1UpbCcF8cZFakZOyHNbYoikkx\nzYVtohSMUFbqdZY+4zuGkk5/aSO3H2R03PVnjgCIPnjn2vFjKUVr7O7WfpEV3x18/2DnIQKIUKDc\nkBCic935iGJwlde/rsyslO589+n00JpMKb2/8+DJg2e3dl1/q3UhlqKxu42I4Ar4+rPt44tngUiG\nEFJou0aqrUQqs5k1mbScI5AUibvQOXDj18UUEnwO8Yt7devxBxI6wd2uVrgMq4MxG222Ztt1vXy8\n/3RjuoV9w1b/+GWWyRewEUfbNdpsz7af7D/b3dr/A/oqWRc9lkRXhKh7NAgufOAzguK+Pbh3Xav4\n5Q77o4g0M7MPflkvU0oCXFmTTSezspgKK3xSTspiqiTVGPL5GAMz3PGO90g9rwqjsrMMhnXrQVCw\nPQRE6AcHSffswd6TnY3dzGRqTapkgDbCqLTG0Ms34CCqe/XXIIYYrLF72/uK1JMHT58+fJ7b/JsP\nwrxuXTQsce+KlKZeSlSMaWUWdz50/3Gp+vel5KHMfbv3lkpO7Fy7rBcxRa2MTL6YltOynGittdZl\nOZ2WM5H8Auh7bUVP8Y4nytL1leLImZGNW6YV37qn8lAG6N8WZoUk4uyP9h7nthDm1ioq6K+rV0bs\nbycyArGEsDcZli/zyXcHPxR5+eLxjwd7TxDRaHtBc+ULFt/hSj93XQze+58SEakrPBZ8hsda/dFa\nvHXH8+e+jO/rpmraOiWWpn4hnudZLiyAPMuLvDh3qp97dgwhhJjC+fP6jDdIazPIgfYIrSSVW7Nt\nRPTeX0iKByd+7gsRUTqkrvsWceFlPnn28PmDnYffHbzY2dwDwAvCnF+2cC16vq91RTots5zpaq2p\nz/56HKSbez7OsNYz/MtLNqbWNYt67rxLKZFS0utsbWaMVUorpaT7YGREwZDq0+cQoEPw6xyBARC+\n6wVaY4usXN/vhE5jtJXWtAufH7hjFw0rhBBivClVQMpstru1//2TPz3ae1zmpVb6s6Dgaw6LF/7l\nXtYVtcKBvIaSBva3oFdJ/KIyMnMMkal/UXuEWim4Ho+QFr+6qebLMyEiKyRjrDVWuvoZJdMkq41W\nWimVuBeHMdqSzC27w41CQB9DjBFHt4p9meGOl5fZfJJPztTJGDMQEpJKKTrnQgznb9rqnORuIvf7\ngPRgX3/SrJVKbMqs/Mfv/rKzsSv8ra/dBIfuNLhzVHrHdVURWimlNFx+5H0Y/oWMdQgy/p2lamHA\n0PWSQ/Inos4wcmCGwvC5lnMZR6CVFsUzQUwI6e4+54LjlJDljlkbImY2K/NSKyOnlSBJiNb5rnVN\nCCGlpOjcn1z5Mg2Xee1JKtKKkjX2+cH3iCIPpb5yThOOZB78HD7IHdal0o08mCtzos/hooiArsSz\nLO2K3smOI1gGM1trr5MckvJF1VZdD/kwoiheXmxfkdY/o03rGoBebeGzXj6BJdf1W8Rj3eVSxdyt\nyaRcgbjSo5ZxfiFcFGEbU+9z1wuD9tiN8kSIaI0t8rLtmtUffkV4hP0gBSV7sVJq2Jq+dl2hNqOV\nVkQ46BmNaTwMQxnulNYhpJTG9mXv3bJahBhIkUKtlU7M6npxAk5cNVXTNjKEUmodWmltesPCHhAF\nRXpSTPpOjRXGeNckI0Ey2hBRjKnn10vPT0p3ub+EBARaaSPt9rgqV4yjQ9edX7/ZEgGMzw8lF5UI\nhPk6KRFIkIDBGGuUSSatHeHLFwK64CxYpZQLrlDF5xCOblpXb4XjLOf1Xw0I9Sonv+G43EvPxhSj\nc13nukU199FrrTVqazIGzvMc4GoVfOZUN1XbtQwcU9IKhknmfTVNnhAzEKkiL7UyPAAcfbxwR/oo\ns1YaidIgCD0S/+/inpEQua/cK6UwIDKO2N1AYFs/DvdQSA+29xoszKy0FmDiyhNH7PdKQpIeClyj\npH7xYpBm/0hEIfjc5vcVaV1mMUjBvodJL/wuDRMY73LolFLnOu86F3zbNVVT+eC01kZZZiZSNx6H\nO9cNiDYPPIIrOjiIKDPnmOmfC2qLDa4//MTpjtj96CC10po0AUWIsEKGrouArjBZddXVrX0RAcR+\nelQMIiB1lzO8eYmDmC9PY4rTchZT/FyhzevWlQxSNcTHa1nhgKQLWeW6ww2dxCiUo6ap6rYOITRt\n03S1C04HlelIpLQyEtiKn1i/p4lT5OSjF9YoDiXhC6PFZI3gCCAiw+p23/nNu0iQHzf7u3gsQMBe\n31EEF8YcGhn5Koq09ASdE2uV9BslLbnGXBAAQPqqEZGV+UrgSa5XRk9+PH5ftdVfXvwncvB7GdR9\nhWEhosCPorU6/oqBgdOQFV+9RBofGGKKUo1ZVHNxXZ3vnHeBCBi0tjIwI0SvQCMirSFqkhLGtBIV\nVkqZQYdz3bBw/G95B3BVHbjjbRe4gVMiGjVU+43wLn/ei/BIfqtWNBuBHPlSICzJTIzx3OF7cHWM\n34eDr5m7fD6m6LpOmdvHaV+n4HhhOe+8d68//HayOPn+8Y8idNMf4Oss95JhDVDWle0iEjndcFWy\nZ4cYUmIfnGimM3AIwScfU0wcVVTSGSF6zMaA1hc6/dMogw69sKyxxmqt8dLNwl5Pm8Vb4CVexq1L\n+Nbnd5bPe1+FP3PH75Ui0iWPtUIpx1+dPxrDEF1YvORlrzqlW88kcQwxnCxOXn347WRxfHT2KbM5\n5OWtf3iXdXVPyFqZYn0N2DnzlVmujIr03tVNzQAh+rZt6q4SByaVV0L0MbjQuZB1rm3amnuwlGGo\necntC8FLCqVIGWUzmyulr7xbMgxi9FxK6c+KP0Rube1i1x753QxUHOfQaHoLgpZ6LONq1PTCVzOD\nMMykUzvG6LwnrWTfGBGxC+eJt8nRIGLi5GNIKb7+8Nubw9d1U/32/teHO4++pu1lfV0teGytzbJ8\n1WaMPU68Cj6YL9+NlGLi2HbN2fKUSMUYW9d2rpVoRQaTAlCIoQudCZ1orSCqPCv6909g+piaVrqH\nGQGED95X8vHcTgEAKbHM6wIAApLKz+1tn2s7xTm30Oe8faPW6uM3Yks9KxDH4OFCGnju+MxDM8XA\nr8dhB7/ojKHvfgOAmEJMyQfvg1dBheCF36iUAkSCc/oReAuYzgCYUvLe++B/ev3XD0fvFdFv71/+\nD//yP1Gk4o2VpTuuqz2WNPheeUb9uV/1VyklH33d1MtqobSOIbrgRMQc1squ/ZDt0LWuJVLGZClF\nZiV2JcFZ2zYhBgaQxlSjrbW50hc9FjOnmMYGG2lfliaLmy/7nIoO0aU3m+FuqIocSlisSilC+iIc\naGVVvH6PEQUFlE6nlJJzXYjBede5LgErImOMUprWoP27g+k+uPny9Nd3v5wsjrcmW2fLUwYm7BPb\nr1xXeywhpVzzJ1efq7yHbddUzbLpavIqxDj0bEVmllxDcJqQgsy80GSc74dsyXH6SN910vKLgIr6\nVh9N+kKul0R7KEUhUhJJ5+ctM23XdwqQ8Wh0noAwvAZ3MSwYet2u7Jm+28L1qfS81iUgaXjdLqWf\n1nXOB8+YKiIbM6104pTn48Wy2OhdwHREDMG/+fjq8PhD1VSzYpbbHK51Gp+9rjYsEZNBQkLqAwJ5\ngWAko13ETgXfWlSLRb3ovIOBVdwjFCkRqZgCAiFqCc+dd0ZZ753zLrNWEQBCTLFtW+c7sbah211p\npen8k2OA1L/KUdgSipQ1mVFGXlYETMySya/91djnzuImBsi791LYE+4iA9xx6AERGWuHJpQ+xYOx\nCnmuEAnr6HwPgiGswyjyVzEl+Vcf3NnyrOtaAIgheh9c5BBDZjKrbUzBaMuU+pQS6S5gutyrGOOv\n735pujrGQESP959+jTjehXWlYRFhP9qkv9pzdKKraWGiWbCsF3VbhehjjD72Ix7FnwNgjEErDUox\ncxTluxh8cN65VPYPVch9IXoZoQtIYlkrDaG1+yOza0TCT0BXq628rCklmZF+AfoamIc9co+AMgZh\n/ZKYRfG97+C41baIyPR9zErAAx4x/Es3FwfQav2U1jNKaUQLIUROwElmvbZtg4jAyIkjx9a1ucky\nk8UUi7wUhI+IJJy4FUyXegMzH558REBrstlk48XB90pp0SC+fxxr/Wb1Aj1323BFP6hqqs534q5C\nXE3+SCktu7k076eUQCS7kwwFDhJAjJ/03scU0lo3/3UyLCklF1zfTdWDpX09ShhgNJCMxyU2J3p/\nomAmelQXjhxi6Hw3uXPbtwQPRHRrnj/UDy7kcedgPB9813UhhZRi1VRVsxTDIlQE5FNg4Oh9sJ4B\nmrZRpDLbd1F/LpiuSM0mGwd7Tx7uHmh9O0J2x3W1YWE/1yQbZExWESX3OfBF3C+msKwXbVeHGKDf\n/iKgTAOEGMOn08PN6Vae5TFFIgUI4q5ccL6nADDI+O7U1y6YQTZiY0wfk57PClOK3vnWNSEGHJyB\n7ELB+xCD1oaUxrWICgB98NZYIvQxWGWUEhCK1hM6H3zT1mm6fZeb2AcPos+GKG/i4LH69HMdnRpJ\nlLIvS6A94AvMzJ3r6rZy3oXoqmbZdE3nWgAg1IoopMicIsWYIiBV9VJKXlobYPbJA+DNYLrsDIi4\nv/3glzc/7Wb5D09+nBTTqzCmL1zXeCwErUxucyIa6qUoSQoP3E8Ybh8CMkCIYVHNO9+lfiRdlMgs\nphhjaF1zePxBKz2bbAKDNHDGFJ1oyMQwHnGMiJhTz7lLkUghAnM6R3llTinKYJUYg5iFAGYhhM47\n57osY601gibs+5UJQVIKReS8s9pIWtfvmH2ciyGGuqnuosU41CpIK2WUVqRkBB8MZXJeC1gGcsMl\n2vcAcwBA4tR2bVVXrW+cb6qm9t754BmYUNSjEzBHSMyJSC2qBSJZYzKbMaJznff+ZjBdDEuRenHw\n/T//8u82Jhs/PP0TDb3Kl2PoL1jXboUi7Xphj+C+Xn9uLoismIIIhEq/gJy/2KEPfl6dncyPymKy\ns7kv2YfcQZ98r1TLqxd6PSHlQfLqShct+6ZwtsQCfPCd64hQKBWI2DOllMI+wGJmXtZzZjam7yRW\nSJr0+t2MMUpb6R3vo5QrLkBoa87+nLdYzwHh/K/l1ZWRYFW3bLt+5vmg3hsZGHuqTXKRlddVs1RK\nlXmRZ4XS7KM/WRzfCqYzs9bmyYNnj3YPdjZ2Hu097jO2e1KCuNZjKa0ykwn+NsagPaySwlhCGTRC\nOMTQ+lZonGm4oTJLsnPdp5PDqq1P58fVzrIcrjP1MXLktdqcjKobYQUGTik552KKl0JQCDGKNHdM\nSYzGeVc1y5hCjEnEwIVsMxKBQgyE9On0sO3a5wcvpJ6zPmRLLjNGoVLFOzLpaDCs9VL0iLCf15i4\naFjrpidfHULoXNu2TePqznUAg1gBw2BYyAAcgwuOOtLaVE2d2SzPihTT6w+/vT18Xd0GphttN6Zb\n3x18vzndmpUb+hpphS9b18VYqJQ2xmqlCSmOPXfcg799UgXAKSVA2ZJCDD6GPgoD5sGwqnb58eRD\nCH5endVNRbtK9jgGhggyZEUYmwSgFBljaZU5YeJUt3UIfg3EkmgMJCvsZ80jMIPMXHXOaVKJQQb4\nWJsprYiJkJx3McU3H1+fLU8P9p847wjQKK3X2NiCYyHjWJK71byk5ctoq+VVBAAQjlFMHFNKpC5W\nEsctf1XRAAYGGUMegu9857wPMUiwwQyAiQFGXCol8MERYOvaql5aYwCx891Pr/71w9F7uhZMRxiw\nN6PND0/+lGe5MLw/z3ZuXNd5LFSktNbCSElD17rAKjK2SXZi8WHOu7Zrh+68Fa7NzD76RTU/mR8T\nklCshriNgSFBiin0yAIAACtS0oQzJqQynfC8onX/UGLqpROZGRBFl4yZO9/lJhdleQAsy9Jay8SJ\nU/B+0cxff3h5PD/+T//0b62xVmfjLjCeNgCPfIe77A6ygxvdTyuRHwp3KgSfTIQVY4z5fCzBQ+gK\ng8diGSEbg7wz/UlcgJfGQkUMPri6ra21pGhRzQVM37geTBeA0GhNRE8ePJXS4VeKAl1Y18MNSJq0\n6JiPuyEz++BDChL6IBAzO98thxEpfcI4JmCITVufLI7brjVKT/KJpCfrud2g1jLWzkiLhNDgllNK\nnWtCCDymUet7VlqRysWhhhSUJ05sTSbPrOvaspgwp5g4cnz/6e3rj6/m1fzNx1ebs+3MFEMIfpVH\nGUhXN0OGuKb8vnqvAJzv2q4t88nqgi8ZFvSKE+KMVi6sj6v60A+HQ66+sj8Wy9bZNV2DBK/e/yZg\n+vQ2MJ1QKaUn+SSmFKJfT12/fl2jHwcoBU7T440wVrK8jBtJQsyKiVPTNmfL02W9DDHCeF8AGECR\nqppqvjwlxBDDtJyVxSSlOGLfMIxpSClJ5QcRFarcZmO9L6bgvRPQb420I7e+j4T6bZlTlAEWvqu7\nunVNCL51bdM2IfjYI2Tx59d/e/fp7aKav3z3SxpgHjzf4yAPuUfhge9y02WM4/lpJdy6tr4wlYg5\npnOdGpL59tEqD2hLGqhtfaUGVhVzwVX6rDOlFGMKznfOd4tq8fObv0qafAlMv+IxW2OtzTKbGX3P\nQqbXeiwBP6y2EtUy9kGoQJohBgJKGH3wdVvNl2fL1aDAsWzCilTnmqZrrLY++q2NnWkxTSmt9+aI\nKE+IPg0wd98bOKRXidNw45wFi2oYiMrj7U8AzIDMKUJIvXNNAGxNzhzrtnbeW2ud76qm+vnNT0dn\nR9N8cnjykaWI2V/xqhoD6xVDCbluibFQlCP1OpTA0Ao16HzpYpwQNvwoSTAglxVTCn14MFjVjSU8\nyW8CeO990zXvP70DgFvBdPlPo4zsE0abe3RXcLPOOxFlNr+g7teD3aKvl5K8kVVTiSbMtV+jtDF2\nc7qVZfmFK5TJSlJ1HseiKFQjp1QMqOmapmuE80REzKKNF1Ja8dPlDU8sv0wi7ccc267xwSFOXXAf\njt69+/RmUc0LmwHA+sZKl0xHzI6QQgp3ISpdZuV77wTbW12vEMDOc+rXCw8yjeeSVP1N2FJKKUDo\nQcGUFOk7gumEJIwjvG9B75tmtihSeVaYNXWAPmRxXdd1Mca2a5bVom4q5zsZjQRwjjyeUspMXuYT\npdTe1t6snEmaOeDRAACcOARfN5UPfnQbEloMeRMkTlLZkDsuu/Ao0D1m9cwcOUg2IASKzrc++rZr\nZHaN9/7Xtz8vqoXzHQPsbT9A6vsfsS9Wr/Zo5uSDE2A2xnB7xbDvFCBaywpDjKMicK/ewUMXzyo0\nHIZMyTSU4FvfSlKydufPY2Hj3gjAAJFjSKHznY9+Z3PHaLO7tff90zuA6f3WOmDD97duUhUnUjLr\ncT16ZWbn2rZrMpu1XbuoFk3XhBH1YV7xvhETx2k5257tdF3zcPegLCZ0flaKxGM++KpZSkInDzf2\nr5HQjiFxWrbLRbUos4kiJWItnWs714UUetiMmWFtSiqiPButVOc74RuGGN5+fC3AVZGVMoslpbgi\nFiNC6qGUyEm+AhBCCLktbr6Vqw4UROwFkvv2rz42x4HvsFah5iFg5z5cCi641jcuusGrreBykEI0\n0LA/j69TRETnOyL19OGzd5/ebG/u/PDkTmD6uRzl/tYtW6G1fY9v5JVn7olmKXWuq9vaOTfgMOcL\niIDMXOaTnY3dulnubz0oskKyp3NUAuCQQtM2fg1QuDDhnJnbrq2aZde1WilASDHJaPGUxiGUQ0Df\n30VMnFKMiDYOSvGJU+taRWpSTPZ3Hj558EyThqHILSPpB7iSUwoxxbPFKSnKTL5+B65dg1WNpy03\n4pzvgUt3CgAAYoria513ne9CCn0tbTgwIZFSAEMn8NrfJk4IGFM02j7ae/Jg99GDnYePdg9uBdPX\nEur7dFdwm2Epo7Qa61+QRuBKckMppwjafsGPjgW4zGZbs53Ot9sbu2U2YehZbOPNFeSmc22Msa8G\nIkiDOw4DV1JKPrimreumUkSBYwyh7qrWNWMr1fj6Drxplm5maUduXVs1FTNvTre01tuznRcH329O\nt2TAs8iKaKUFH0WkxMmHkDi9+fiqyMvHD5764EchruvvWK/eep4Ouuq7x6H6efFmAYbQZ0VuyLvF\nsAiJISlSmjQprUg5CdrWiPM8eGtSNCtnzx+92N3am5azWzmP40ner7uC27ZCId0q6q0eACABxBhD\ncMF7H3xPDE4jMCM5sTREaXlbt6ZbRqmNyWaeFUK0AuYQY98EDBxScMGLThVRL0lN49MRdT/gzrVV\nsySiLnQ+eCHUrynxDcQG+U8WuAgkCGu7dl6dGWOeH7z422//Ic+LPz37B630SKCQKx0bUBPHznfe\nu5/e/G1nY+fR3oHzrk+Qb4iFFREpQrXCMtd49TwE4IlFVWbcgwAAvfdSRRASUUoJAaQPj4GsNgq1\n1tZoA5xCDBFSiqs3SkoXihQifXfwYlpsyCSVWy3g3k1K1vVwA/S4jlZGkRrfOe4nCUQfvDDsUq8M\ni0PloVfEU0oZbSCxJr052yyzqbHG+a5znajojeGoNOO70PngrVHyt0SrGmXipJhC8HVbE1LrW2E2\nu7CqE4874AUsU6LizrXLerm7vfv80Xd72/ubs+2nD59LdlA3VevbIfLrzTKm1Ln2dHHy8u0vdVP9\nw3f/NC03br2bvfMjGY3Rh4nrm6MUqXi4xat7DTi0zaVRR4SH2rbSymqr0WhtjdKSPzEnlDBg5Q5R\niqF7Ww8ym6cvnWd7L+umrVCQfhEJktRp4F1yTME5F/uq+xX6GYioSRdZISXpsigJlVLUKQMArusu\ndGYmTm3XdK6zJkdEGTd64aaEFFpXI0LnnfPORx/TikvIzGOIw0ND9lgDFhhMK72zsfv04fPtjZ3t\n2Q4SAsOH4/chRuqpYyMGBp3vXn949f7TO+fdx+P3dzEs6iuGK4x03arW7s0V25NMFWDAEXqQqzHa\nTMqJJm10ppXlFEkRAIbo+iLPOiLG7IO3JstNPuYQt57277GuNqw+uWMOMcg+GGIwWsOwnUv53UcX\nY4zrnBZEAEZAImWVmZUziZY2N7aAkYGtaRNz9AEJMa0uO6VUN1Xr2mm5QUh5lveA+NopxRRb16WU\n+kaoFJhj4r45DQGkvU+N2KbA09yD+zFFRRoVfv/kx9lkQ2udmGMMv7792Wj7cOthCD1rI4SIBL7z\nL9//fLY8SRzffHz95+d/uXkflLykn7W01hK9+j0gMww9W0PU0JdcpZYR5d/F6ysiYfFvzbaZ2Sir\nSLddU5YlM3eu6cd3rr5I0ArnvS+z8qZBYr//uum7JU4PoY+lDGgYUGAfQts18nN50VfQFJJCpbXO\nbDYtp8AIzLPJBgFFjtYYH3xdLxEJcWWRKaW6q6VlQPTcJaAZ0HDgIYSPKRCQoFmSkPegDkqvmAbm\nMYPjkb2DzCzJFD8/eGG1lbhtUc9/efO3STHbLDeHOjcypxi5aha/vPnJ+Y6IjudHtw7ylABAOA7i\nkwY669o/el9uLiT/I9zAw6tLSJqM0bbIio3JVohe9gZFalrOQohVs0wco0/cU1Ylr/Leu2W9mBYT\nfd9g+met6wxrjDFhWc/rtoI+SOxvRwihxdZHJ8D3Oo5M0NeCyqyc5BNAYuYiK4iUsBarpu4R6jXw\nWXYrGXEr7700JhDQesIZUsCEmtRI+eq/lGjMQ4GZgFJcbdByISlFH73Vdm9rXxQAUkrvDt+8+fh6\nWs4ebj1MHGW+DQJ6707Ojj6dHGqtJ8X0zhHuDZ1zPJ5qf55x/Xdyhn2ZEIaeg8IWk2JaFpOUwsnZ\nsdSzM5OVeVnmkxi9i/1kVylUSMJeNZUL7t7B9M9aV98CgZrkDf5w/P5kcZznuWhiI/eQNHOKHCPH\nETlAQgBUMlDOFtPJRpGX8u5mNldEMSUCzLSVSb6ExP0Q157jIFRJq602RvX6bwADZ7X3i6ubNfpI\n1MoQ9NU6TkmDDhwEZR3/xAffdk2RFWU+6VwXo29c+9dX/+Ho7FPTNu8+vdme7RKpECMp6uru8OSD\nC85Hl2fFzubuBYmYy0sATFobw77qCEJIiaX3afw/RBxr0cyQGLxMEE4JGKTjaFJMZ+WGVoq0mS/P\nzhanf/7un5CoyIvZZMP7rnFtwBH/4xSj5FUpJQHTf6ek79Z17XQ8Tsn5rnPtm4+vDk8/pBRHRhQz\n++ja0PrgRr6HxFVGGattluVlPplNZtbmWVYURallvpw2RltjrMyoJaIVU1SmjnAU4Rci+QOrRb8Z\negORpHogqfay4QrJaGNNnhlrtVVKa2WUohE0BQBAcN5JU38fACEuqvlfX/7Lslks6vnh6UettSIN\nwETK+e5kfmyUScy7m7tPHjyLfV3h5uc0IKL9v/Rypue4G6T61rohwBptP4Q+FoReWzWbFdNpOZXk\n5sPxu9cffwOElFJu843JRp6N2qc9EWO8M3Lsb2VVcEPwLqS547Ojt5/eLOrFzsZur7DQz04KzKuy\nmiwistrmJpdNsMhLo40gB0JBkS3AaJPZrHMt9QOC1+DNEa9DtCbLTNYliMyxD+2GBFDouYNoAiIZ\nklZphYjoERPGdFEH20ffSttniszsvXt/9O71x1d1WxllY4rG2CBFPUTpwcpsZsE+2n3yYOfRHW9o\n7GPwc9t3L56j+pkXMrDoco1lSDISABCS1TbPisxmPvr58uztx9dHZ5/my9MiK2wxKRnyrDBkOqR1\ntBkAtNKE96Of9sXrCo+FiFGGeQb38t0vhycfjuefThcn3NOGmJmjyECmlDgNWA0KlW9azibldFJO\nMpuJGrsaBjeMeVOZT7Q2A97Tr7RW/ELEIi+LrNT9n/cdc/JJ2RMRUYsQjcmU0rnNp5NZmZeZSM1e\nVLuUbcILzUYpVbXVy3e/VPWybmut9dbGjgwoRETmRERC2H24e/DkwdNpOb15nH1/6wCkTXL9hyGE\ntmtGtoJW2tpMq3OGJRcWo/Aagjg2cfCyab7++OrtpzfH86PXh6+YkzVZbrNhRlWvrjN0m4m89LdM\nCeGarRDDMMzzX3/7l5P58Xx5enjyURJihjR4tDRSwgmVVjoz2aycbUw3Z+VGWZR6tCpajaZBQmuz\nspxYnWl17vGnGPuDxoSAk2I6KSZaG01aJt31yR8OA3AZFKnM2MKWRpkiKzYmG2UxyfPSDhMG+h7O\nYasVPg0DW2Prtn714SURhRg2J1vfHbzIbC6F6JiS1XZrY0dr/fzRdwd7T2ighN8aDofg+mGwA4AV\ngq+bOsUkRq60kska2JN2hjCQWWD3yH0brTVWKRU5phh/ef3Xjycfmq55/eE3wfm0NnmWW5uJ8a0H\nn5nNrLH31CD4hevarXAc5rmo5967o9PDpqs1aaX1uXyMpfNCZSYrsnJaziblzBqbZfnQqgcwcJXF\nzRhjJLXp5VnWvnQcYERIEmUvzTIlDhxiCsOH+05GACBURtvc5ABQ5MW0nHZ9RTxanXnt/ZA08UAc\nT8OEOufdvJpbk+W2eLT76NmjF955IgLsR8PtbO4t6sXTh9/tbe0hgBaWx20rhF6xYv0n6x5LicWs\n6eEMjMJediBx6kNVk5FSIYZ5dfbru1+O570mzBhUZCYrsrzpMu8dDFgJIv4ejNDPXVdNUgUmoqat\nXn347ej0sGqqpmvOqrPTxUlIV9OStNJlXk6L2aSclkVZZIUxFwXZZSGiQFyZyTRdnFTrvGtdy8yE\nZI3Js1yCjH6E4kCjG8EtwfettnleFHmZ2TyzWZGX0giVZxdkC1bfJTRAoTHubz14+vD5zuZuZrOR\neWG0mU02dzf397cfTIoZkVJ3iFqYOXJcF88BgLA2R26MsS7Uhvt6X0oheR4mM2ZZZowNMQyaMMuY\nomgxyCtqjS3ySXZpxPCFqd7fZF09oldrU7XVy7c/C5PJeedcd3z2SfpCh7s2xE2ARptZubEx3ZKn\na22mrhKilb+RGmKe5XJ/x88wQOfauqkTJFI96DwpppIEKFJGGa2M7Lw4QPwKldFGPqa1sUYMq5gW\n0zKfrJycoPJAY0Ett8Xj/Sda62ePvnv26Lvc5JnNaeS/k8ptfrB3MJtsGG3M3WYh8TqXdQCTJRId\nx331cMN5eRkh/IQUQgzAoEgXeZlnRW7zlNKvb39pujrEKDR2ROKUJBeeFpM8KxQJdo3Dxfbf/RmG\ncN/rCrtmZqON892nk48IKEIxiVNVL0HIrBDX2GeEgNbYWTmbTTYymxnd6wdfroiN1StFKrO51Zb6\nweC93EHr2rqtRNAWExpjymKSODZdHVOQ6Ed6Mfp2BDEBpcuyzLNcpiOhwtwVSlGEiGefxq8WhEmh\nIiIfwqSYvHj8w0+v/vX7xz882nssezSREtQbiJXS+9uPMpMDwh2ruSI5uYZM4kA7BF7FoyR+awzC\nhgCrl/RFAK10kRV5Vkhgd3jyEQAzobE//l6RktKt0aYsJkWWK61w1V7BQpn/tk7rDpkOoiALcA3F\nQlCGIiuKvBCBmlvp4URkrbU2u3DxQiEcQzhFOrNZSmXrJoDAKblBiAYH1F7e/sxmRhsJ+Agpt7nR\nug3t+h6hSPX6OYBSDHi89+Rg/8nTh8+3ptuK1KjKQkQpsia9UW5orXkUX7zTwvN+OgFIs/ilz63d\nzAQpxCBqAwSkSVuTSfA+nJKaTWYHe08e7hz0pwQoF57bXOiK46GE1ZiZq4cz/H3W1XBDiMGabG97\nX7ZFo7VWamO6SaQ48RqXiInIKGN1JkN1tTKrqZDXLBQWgLHCe17DSFMIPkQve8e4aRZZMZtsbM22\nynySmyw3uRLItI9YlFbaKCMaUUoppVSe5UVeisr+sOn0RxNTE9Rjc7b952f/+HDnUZblxshsaR6o\n6zggtFcHi9dcWt/Bvb7NMa9GUYwnjTgwzoaNsAtOAGeAXrVaOsmIaH/7gTV2d3Pv+yc/lsWkp7Ej\nCCSRZ5nWCgBGj1W3deu6K1Ri/47rGsMKfpJPvnv8g7VZkRVFXk7L2YOdR0Z2BFw1uxOiNTY3udZG\n9XPfbxt6K/1GxhRZYbQZqbeCYcQog/si9nPkVZblG5ONrdn2tJgWtpDhgPI3NAhTqaF7hxQRUpZl\nmckUjaoNCH1TuZV9SiutSOc2//Pzf9ycbSPKMDoiRIEuEUFYaAqVOs+lvmENk8ngQmzeaxUNQboi\nJVJh401KnFzofHRye0n1l8LMWqkXj7+fTTYO9h7/+PRPinSPL4hzJmWHNEhQi5S4bmuBgr/hukrR\nDzClVOSTZw+f7209aLqaUD3aPXi0e2C0vVDWkNxE8ilcixpuXuKNhFA//nCo8EfnXMqleUuEIrVW\nOosBEnBkJKrbpfwJERljxgy0R60Sa6UDBD20EkiDuZBax0+K03r84JkQ6+TrJJ+SzltEHDCCi9Jc\n117XVYLv45sz/qRvbVV6xE2Y2UcPcI7ZJgmKuawJo3oau7jGEa4bbmNqu9b57htSG+BaURDEYZjn\nD6eL48zm3z/5cXdrr+06GZIBfUUFCcnqLM+KdbWWWxciaqUk11trSJdScWjaZjbd0Kz76odSiKgH\nXRpGVkNkJtZpRcxO2jSkE7AvIur1VBxRFKx78rQilZmsLCZNW4uDUaTKrDTKtNDJn4xdWXc0LBhI\npGuU0XF++0qbWfrqxvgSh45I6YnkXgeqB95u0ITpX7yBO96fc0ohesHD7vg4fo91NbtBpFfKfPIP\n3/3Ty3e/zMqNPz//y8Z0M6VjHxwwy2A0pZQindusyEQr+67cEkQYwiF14Xn54Ku2ijGyZkIiTYgo\nUi1FVsgHVI/js1Yqs1ku/lJOHbiPXRCM0pnJCYkZGNf7GvpeQmsyATUA+t7UaTkzxkK9Op90aX7X\njVfG0pTR30dmImn+GdJAAAAgUmVeGm3ETfcGt2o2EoMGGCqGTrvLmjCjI0QcOtcEhe75JtIg/rss\nhpFcee0TvxpuUEozgNX2xeMfHu0+3pxuPT/4PkS3rBY4yIgjoriEPCvsmtTC7QvXt4z1XQMBMITQ\ntLW0BI4Pg5AY2RjLCKZZ9jQ62U+NNcYqpQYS6YqPq9QQjoCwNJnTCl6SP48p0iDdqZUq84lWeigC\nIUMv4XV3TEjip5XHAhngdE7mVNKLfoLLKPa/1luRetEAGf95kyYMIvaebS1dGCzs9zKstQaRa9e1\nW6H0eOxu7n138GI22dzd3FvUZzJgp891kaRCl+fFXdqMLp9cnz2dj0bCINOQ8rQ+KxURtdKMPNLo\nCFH3sbtoLSWJykP0QxBNF+TUpF1x/RykfCT/qagn6kD/eHoObS+Gc8frGmKs0b5FG/FcjEUkcaGs\nxCtByt7xrH3brZowl/7zSqL9fS45B7yRqH1drRCQ0JqsyIofnv5ZwLoQXK/RIzEjKauzaTkr81I0\n+D/79MR3XeiqiEnkHtP5WTFyrwhIMExmJuyr3JI/+uAio1baeW+NHRvecSj+MLDIlqweHAIyjoEw\nKaVQ9WryfeNy6iVSEzPdYUrFUGuS3lcBGZTSRV4Q0fjQiUghDSwNDjEa3Y+0IETJQ2k0zUETJqWE\n/uoTGG/UeGd/J7tiYOqbvG+5G1caFsrMI3Hgzx9+J81Yehh7LBGDgHjTciZ37Y6zr859zXmPhbCi\nxTnR/xx+NQYivbgM9+RdWiPkpJRc8Mzc+XaU7+ZzreWi6bV2m9aEiqTSAqLlT2tOLgZpoaY7xe99\nyxr2FQWWwmtms/U8jgYWUBCxe2YDZrgnpJQ2ypBadTDfrAkz3sXxRg7oxv0b15jGwm1Ej1vavxBx\nZ3MXAEIvSwwgs5CARsBdWrXu5bxhGOI6Cmlc/O1AmpPTwB6H63fnpqvPlidFVhZZkrO9cJBLlsE3\n/hakyy8M33in85ege+2G4CWteSKSYfed6xrXZFmRUhKQnZBECH0dTL+rJgzefcf+woWACZLwWWR0\n/HUNJrfMnLHaFnmZ50U/vnDIbyWpzmyW2Wz0ZJ99lr0DXwWtA9Gqn4p4+SYOYsY8xBF9vB6iZ+B5\ndfbz6791ro2DyGLsB/IADM/sqvO8hIn3yiUsYZkIgd4JFhpIxuubOACkXtR5cFqAosa7qBcn8yPu\n59b21U+tdJ4X5waxD3UGvEoTRrLO0RFir2kDMNTC73EholCbCEnuCV5sEB7O6rpDyCZijRV1A6Mt\niMwfKdEhNtrmNjPaKCL8Ao81lj/Oe+wexeFevuHCijF2XZtSGkyq58o575x3n04+/uvLf142C5E3\nYqFQQz8YnoiMsYh46bhSWpF0WGlSgoRBTxETPcFw18Rw6AAARAYgRObkvIOVgCZIo0pI8XRxfHh6\nKGKFo80ZZYqs1Of5FOvR/fgzHrzjUHHoewhkuOFn4SR3XzFFGZbbuY7TteHBzQbBY7bVvw1Iokqq\ntSmyQgB3gIvGccd1XfLCa+viVcUwqh3hSChlTpyqZvn28M1v719+PHrfuWZwfKteD0361skLiGi0\nHRsDxWP1Znq3ixoZRcMRgZlFGHy8OpGTqJvqeH58Oj+um+VIA5TQ1tpMrZXnx/twpaEQktF2XaKS\nB8rk72FYzNx29fH8yPnuOv19uM2whth2YINoZUSbwGgzKadFVnzN0POLQaec92piwEUFG2aRHI0p\npb6DikiRknknn04PX7775eTs6Nd3v1RtLTJaiVngHELxtFfP5BmXMFdzm4/xdU9qFdD/tue0Brif\nm42zsm8ZIhQCMx/Pj07mx8tmeTI/HlEPRFQy7Oy8fPfAZ7/qnInyrLAmW39LRQvofilZsg8i4LJe\nvnz3izQUXSdJd/sWNsZPwj/ObK61zrJ8NpnlefkZuOilsxzghv559E1wvQZkvBAf4MC0F0eEQ7SH\nRDLx8PXHVy/f/uK8e/X+ZdPWAn7yQIcatYromjlKQ3cQlcW0yEoayPUybSoMDd+3XdVQ6erL9JyG\n/qNxQkLiJOqHH47fz6tT752EWUjUb6PDO3MeQbjSu/fGWuTlOO+jr4x5L9T7e1yIKBJLx/Ojf335\nz3VbheBDClemn7eJJ/UyIAAAWuncFnlWZFle5MWknA5b4Vec60X2knxpWlN+P3cyPLbxAEi7BDCH\n4Bf1/NX7l++O3sYU58uzEAMRrSnhgBrg7ysFOcZFSEKGHs9KUtQYY4y3G5aAYeuzAoZzXjl+APDB\nz6v54UnPNm66BoaHM47OuwBN3fylmc0veSzvvb/9TficlRKHGOq2fv/p7c9vfjo6+9S67gu3Qlk8\ndIcWWTEpppNiOsknwq27+Tnduq42LDin3n7hTHhorhft65hi5Pj+07vXH36bL8+cdzICSHzbqD0s\n9exbn9ZluRhxkDI++S7PSUY1raCzYQNbk03BEMK7wzen8xPnXeIkXycZCSFJSHj3hYhamz5tX92l\nq9Pqr1khegA+Pvv08t2vh8cfXn34rWkruoZTdDezQAAARaooyulktjnbmpYzLR1tVxHb77hw/b0c\neXCAMPSUnjuyfEraDwESs9HGKC1iZT+/+du7o7cxRh/94/0nuS289wxJrAEBFGmthjab68+3pwqS\nkvlkDAwgoze6OzkABMmX4dw9GakxLLTsyPHVh5dt76hoc7oliEnf5z2UHG77svGOESGqAeAFoUED\n8wDjffEDWl0WIgPL1LR3n978+vbnpq1fvvu5biutrlZl/gxatCIq8gIImSG32QWZ2i9bl4am9uu6\nRyipHgw1Zunian37y5ufTs6OjDaZyV48/qHMJz74xNwP4xwDsltrMnQOE5IlHivcwWPhShRkcFUM\nzJDGNm4GUsTMR2eHiZPVJsvync09QgohMCXft9j3cNgt3yb/gyjF9VEPZ1TuTPfqsWTa8usPv735\n+Coz2aeTQ5Ecc8FdvrGfYVjCjANCBNLnyWVfsYiu8po3HDyN0kWIhBSCF+n2ZbMssvLB7qPHD54W\nWZmGBQAEKDD9rbDIWrS8+ldR1Y7XFAMurHXu/HjCa1Ka4+FRYqPN6dZssiF4bNM1nPgBp16A9M6O\nRnD58aalcVzKvRoWMx+dHr45fHWyONnd2B1/eOWHP8M4JEzJjEzIMPdgWII3nK9DyxJC2OUXbsS3\nhNPHAInjy3e/zJfzEH2RFT8++/PmdEtISwIND50ziAB0W6UcYSDzEI0YaepV0a4dm7h+QX0vCfDY\nmcwpedH/lZKIjDbdemi0KfPJg51HMjYBkWSqIzOHvmBwbcn5wr/ElIBhZE1KcHldnPplS17jNx9f\nHR5/jDE43+1t7Wcm+3K4YTzu2LnQUzTvYbadwObn4xFBB5TCi4RghKFjWFoeBJJg5reHr2MKRpvN\n6eY/fveXPCuEdBqCkGR4kA2iPnK6/nZLNVoprQc1IoaUeqB1xFqvv561nZ37zZBTiiH4Xr0SMcao\nUH33+PvZdHNztv1g56HosKcUT+fHn04/egHihYVxQ0jQcwP77wBAwoGOixhiDCHcVxVarFyR+nD8\nvmqWMkLru4Pvy2Lqo7/SsD5jKxzT4PX//J0WIcHVx+9vqaRRMQUGaF1LSNNy49He42cPv5PmHBzE\nPKWkc8cYC3rw3RhjqBWPNeo+3BUgvQBmyiygdfRca/1k/+nD3YO5PducbMnPm645WRwD86Kex/O8\nscu3gLB3iuscaDy/fV8U/f7qhYhCZ5rkk+2NnWcPn5f5RJLZKyqYn330ax74/a4e9YGLu+T4fIUZ\nLoD45nTLaLOzsfPi8Q9bs22rbV/n6UdqMSBobfQ1Xf8XF4IQ0YQA3QO2Ka72wdsO0hvWYEi9Tt8a\nLGe02Zhufnfw/aO9x6OOw8ni+Gx5uqwXn04/ppSw529dcX4hBgGtR7xedNPPGRanuzMy7rhSSrNy\nI7d5mZcvHv+wu7W/DvhdWJ/fLIswso6+dg1ByPodlBghRj/6m/G9XGVZvQIbh+iV1s8efvfX3/6l\nzCc/Pv0HkXTjlELwMaaUorB+jbHW2rsARAiQZ3mZT4YkC2QvGyGxW/98/d8HSGl96DUZba22Pzz9\nk9VZ2zUI4IM/PPmwrBZ5ln86PWRmGjSqzx0ckZk71ymimGKIUd4iwX2GPJRxeEr35QPke2OKB/tP\ntjd2SOl/fPFPZV4OQl9fBzfIuvdEg/ncxjFi0zCQXy87LQAQLxBjNNY+P3ixv7W/Odt5+uAZAEjq\n7nzX90wjAoLW2hp7p2I5QmZsmZVDl1U/ZkxUa+62zhVA1zdR4f0Z1ET0ZP9p8OH1h988+6arj08/\nNV1tjW26BodneeUdC9EvqsDAMjIOJCRFTCsxS6Y++bi33UVe6Md7jw/2HkvXlrSiaKW5n4dwbt0b\nQe/L1uXARZ69806ChoHJdO6PYCj7xBSNMrube88evXj68PnmbEtSOZkC74LwIAihnwR+5xhL21UP\nNDNzSEH48neMtM7FO3yBnoBCY9+cbe9s7pZFCQCni5NFPZfWusxkV1oV9pSYBCIMe3YEQ+YrIxfX\nJ9EpUvpuQiZ3X4rU5mzrycPnzx692Nt6MPK/r/zwt9SNkKwnQWJcQ20QANB510ufczLaiITu+obI\nDD66mKLRRmn1w9M/5VlhtdVGM3DXtXVTda4DAFFLF8LA3QyLegVUZQgx9oNbvQ8+9eMqr60LCfEN\n14jaOLAXYd3ZI8hT2ZxubM+2Txenx6dH3vuYklZ6b2sfiVI/b3FVHEIkEbCMMf769udpMdnd2nfe\niUzBukgsAK+/SPe1yRhjgPnpg2c7m3s9n4Lw6jjw2xqWrMtvJgCEGPrJl+rcaNAx92EZe56i1Mie\nP3ohZQetTAi+c23d1p1vmXtxNqP0sDvcsggxISoirQ32yVeKKfrgfQw9H/cmrSxUuJ6BYs/lZx5s\nBZjBKBNTLLJic7YN8MuyXgCAVqrMy4c7B4RKPnzh0ImTc92yWfz85m87s50/Pf9LBiBzQ3wMa7rO\nqLQWbuat13uXJW+11dZ792D3QKA46ctNV+2D8EcwrPOrP0WF6mR+rI3Z3tiJMZ5vAUIQeZYUUkqK\nFCDubu0PHTgYQhB+o2iGK9KiSvqZ50CK+loy9+R317k2xPIaGffVIiJ9CUCO4RxwT0iBg9Ymzwoc\nCK6ZzbdmOzsbu0LNuHDYvs0kuPef3r79+LppqqPTw4P9pwDggxfZ+uECeqLvPfYiwBDJbc22EMlf\nVcZZX984xhLcFUY+1hBGaK3ffHz98fg9MEuoBADQ66cNFLyUxJi00oUt8qyQqMJ5J2SEHr8mFDm4\nu58UQD+YROa+SPVNpnX6eFGM+fJSSPb8OB0AGIqAw8NA4eAbme81LWdKqWkx3dt+kNkcLz0XRJQO\nR+e6v/32H47OPn04fv/m42uZ5tp1nfcOhl0PEeWw94s1IqDWJs/KMiuNvoWL+y0NS+IqAkJePQPm\nHp367d2vbz6+kncRVngsSnOWpPHSPiVUE0XKGNNTXOI48j4RqjKf5Fl+531B+rxp1XfKnJhl4oPM\nF77pj4GRSCsjxsHDmTvnUorrfyocCmbQpHe2dqVuuLe1L8SGS1kCxhi894t6/q8v/2XZLM+WZx+P\n3yulEKDrWuc9iGEhkPDO6GJ30FcuEUdVREiYGQvw+Q2rf7d1AS+Wik1KcVHP3x6+IYVni5Ptzd1L\nn5f5dRBS6FyX2yIEL1K5QlGXGZZy2YSYZ7n9TBWyVaO2nBiwDLYId/BYQ8FxdE4IAMNUx9WV4tDA\no5XZmm1vTDY3yo1ZuXnD02pd8/HovWjTW20738mr6LxbP7FRFex+PdaqRMtM18BXq3O4xy/+gnWB\ncStTpWMMbw9fn8yP3h29ffvp7UgGHPZB8SMAAL3QQ/AjrzylGFP00YcUhC8jg33MZ+mnDY9k3E0S\npxC9UIpvS7L63GKN+9XTR6+oYTMAgNK6yMqdzb2tjR1j7LrEzeqDzFrpuql+XWnTm9lkoxcwl9LA\n8HkiGsYm3rNhjc4Ue4nDa2/FvRmWfM0XazKJscj03s67X97+VLfLk/nxu8PXatUTLKwDJDV2EnuB\nFeT2huCFROyDC8mjaAIaa/RK8/1OJ9N/0Sq5k223Hzl2Y7PeWE2C1RvQPwlYK/TI18CgQKFI7W7t\nb862ZAuMfJHyz8xam7qtXn34jYhCCJvTzcf7T2OMkgxKBwr2b4WID9zzcIoBQMERZrvhFbu3rfAu\nCiSX14V6LXMKMS3rxZvD1zEG67JFvTgnB6WUkuk6CAAcQmi6RsaGYYoitSCF/ZiitBXlNhfT/Aw6\nBoLINiulkQhiTD0Nn0eO100XxbwGKfU/6c36IsuqH4KCiFvTbaWUvBiXy0eCgvrg59WZNVme5Y92\nDh7vP5EkBtaK82JawoK86/XeeZ2Dfq6gO63W/RnWUH4ZPOSdbOycYTEgYtu1n84O59UZIW5tbmc2\nW78YTcoOHRwMHFLw3vngu64DwlHDQ9gEiGS0KfK++RNvDgrOL2E1jqFSX/ged6gbr+/qXe+6GzBs\n8WVeMoKIcl/ZESTWKdr0e1v7Tx4+35xuC+Xm/L4pO/ktbSNftsZvGYOT6y7zfgxr5JfJ7U6jzPL6\nZ67yaPIMenwaWJHqXHt48gEAOt9Ni9mDnYN1/rvWusiLninFqW/6C6HpGgZAYJkQHlMCYEWUmWw6\nmQ5iZXc1LWZWSudZYVSvHpAYEiTxW2kQ1r72r3su1tCdA727QsQLOAIPpyWtaYyIjFd6LEIK0Ys2\n/cejdwf7T58+fCY1YOnvGwco42CpfVL7deuy4xxbunlgUF5pW/dj1BdCq2tc5BU/lKB2/HelVAh+\nUc37mRE7D588eLr+9veDaAYoawitQtM2TVs3bVO3dee6FCMzKKWKrJgWU5k1+lnxn/ytCGJLeATC\nRREm6Q3eaHAeg3Hx+AAuV9bGJy+vCgIgoQyHvixnEmIoi8mLxz/MJhvfP/nh0e5jABC54XVhSBzE\nwfD6Qt4XrwtdVXz9Tb0fj8XAnJhI9U1853f3VVvBpbNIkNL6oFXoG1iNMtls+8n+s93NvfUrkSbs\ncStk4JSS8w4wAAACdK7tXCcFY0VKlL2+QEqfiKy18rfdKEmaUjiPGnzOAW/KHohI5gsTkLwqlz/D\nF7TpZ1uESjQQwhqsLwT/KzsJvui0L2hgMwz6WNJudJ3zvgfDkoJRjDFX2qden/1cqgxSuuULBj4S\nM9MwXluGuG5Mto7j4eMHz548eJbZXCslvknQ6sH99s4gpNC4hnp1Rnbeta6Rmr/WusxLo+0Q7N/5\nihARSGs9KSZWm2q4s4lF1eh2LvkFpICBtdF0KZruI3dAJALu58HGFKU+w0N5EXq+jbImG7Xpc1so\npTlxCN5HH4ebOTRS4w3M5jsuId6c76RiRJLWEmWU7AxGXaHa9fWGxYjEiWUod19sV+cq+Ss+JQ99\n9DBuFiPGzIQYY8qz/NHuQd0tf3jy48HeY0SQQVbDhiI4FgEiJOChXG10RkSckg+h861Qe402RTER\n1bjPylcREYGJVK/W3/+AU0zSY37jAxvJWIggc20AmAdHuwr7eRi42rdnJmJOgJA4huBFIWzl5Bg0\n6aSSaNPPyg0k1Fq7rnPe+eBlgiswI6H0iA/X/CW2xSsvNTJ++v9BgMSx8x0gdN4JTHj5htzTVsjc\nuU5axSfF1ChzUXlhRDiBGFhi2FUw0P+WAFKZTR7tPq7axYvHP+xt7fc6wQyJWbjCShphUMnYk5hi\n5zoAVLIpRO+TF1VPrU1mM8LPNCs5YRkokuVGr+iBiYcGw898WjiQPC9/izAQx1/JWxZj9N6F4M2g\nkSyZDa206T0zS6VhMKw+wRTJU2E84+cLeI5rje2z3i3FhILy1DKCflrOrvzze4Mb2q45PP04KaZG\nGwQc5mAhMysio23iZLSVaQvypJTosSNJoUCE0ayyRVYyxicPns0mM9FcSMzIiYiEC6pIaaUiJxBh\nI3BIpEnFFAWFlxKhIr0uL3P3fWGE3ZVSWhlJ6QEhpeSDC7F/ipcPOKRIPfd1SNP6V2FMpsbPsyiU\nZoUahFW5p3/FtmucL7Xu+4wZWCIBa+wkn1ZtJYeKMXSu9dGnYbqOJl3mpbQqKfWFkZZUSJ13iBBj\n9DGMxS0C5VOomurk7Gg23fi9DIt7p4mta399+/PD3UdlXrZdO6bSzElrU+YTABBO5gB3rRIMBGJM\nDKxJG20ym29tbW9v7mhlhKOyKo7I3kGkSCUSabUI4NFTJEophBgHJFUbbWgFnd9Uf7jiogaBWoHF\n5QgC7vvgBw77Jaipl2gfhtByb1jrE6AZeC0SZqN1kZdENDIYpUBTN1VZToqiHL9FcBmjLREZZSJE\nH5wLru3aEIJso4SklMpzqY3iF7hqWfKYpKe+c23r2uFZMYJKEM8Wp7+8/enF4x+e7D+70C8k655w\nLEQf3NuPr5l5kk/XYr3esDYnm0VR5iaPtGIbp1VVLDEnBhDumNX28YOnuS1iCgbMCsWOfeFItCoD\n4DjUPkSfWKXkY0qklFW2sEU/5VWNW+Fn3GWBGMRA14tuMfWJPSJePiDiua64lecjTQOxFNYl3ZGN\ntmVe9DNBGfv2DU6ta33Pz+5HLoLYukLRpo8xdr7rXNf5LqY4EqCF3CKyKPFLO8BwGLdetctFtWi7\nZs2wiIEPTz68ev9yf/vhdYjGvW2FIYaTxTEg5lkxvn8ACJAQqZptPzv4zkcfOaRBX9AFJzX/GEMC\nBuaISsxuUkwlFRgob6vXXSSKRsQZ+37llBikdUeRLrN8NplNiqkmLSqxt4DllxYiEJNWWpOWueiJ\nIw7D5foC0aV7SohE/cd6JGkoCRMRkdKkIscBJmVEZJNlNhfdHsR+MoPQv2KKOAjjjr17OGjTM3Pb\ntW3X+uCGZGhVvY4pOu8ofulWiMAMIYaPxx8+nXyUmZXDOVPidHj84ejs0w0SXPdHm2GIKR6efDTa\nWDOmCYgAIYVFNd/fediaJiRpz0VE6FzXuq7zvnUtyy4Qk0DPIXhS1M9IToMuNwMDN20j4X6MkYEZ\nNAAnjiB6uABEOCmn2xs702KqqBf3+exNQYB+JeVrpZTimMYwSJ7j5eKjgJICGQAADSkL4qCkJlNe\n+0IFIJFWrNQwOlTqu4PaW0xRCBow5plDAThhCsHXdVXVSyFCSpkcUYUYOtc2bU1ruuJf8DQR0QX/\n/tPbNx9eKT2Ow2BC5aM/Ph2t6vcs6QjKUuaT47Ojk/lxkRVjVkhIne988It6Acxd6BBIHrVzbrE8\nq9uqqpeMAMAOVYqpyIrjs6OiKLHfkhgAxrJP0/ajhJ3vlFY9WNG/siAPpsiK2XQzyzLoBx59ySXJ\nGtNWZiG/9+zCmOJlj4WMnES21KXU11h6oC6lxAkZE6exAkZAwH3jjXyMkDilzneiSBhT5LSao8nI\nwCit1V3XLavFslp00ujG0koZjdJny7NeBeGL7YqZUAHi0dmnT2eHRV4OACwTqs67RT2XysR1KdG9\neSytze7mXt3Wkr+s7JgBAUPwn04+LqozF3x/uQwh+KOzo7Pl2aI6S5yUUgTYOa+UIk1lOcELxT0E\nTuyCd747XZ4635WqDDFAX/buoa6YokyKF30H7/2XhLAMADCEdyz1O0AMMXSu67rGGL3KwtesMETv\ng+98F2KQcXYygsD3fT5JdNJhKCrHGH3wIUrtPIo7ZGatlQ/eB++1v3Bikpw2Tb2sl1W97LPClCSQ\njzFaY7vQrAUkX3D1TKhIUdM1ot+5WggAbLTZ3tjNs+K6I9yTYTFYYx/uPnLBIWBm83XSkjzw90fv\ncK0BNXGKwZ8t5ifz46pZ+uAymyGA0Y0i8snnVS6BxbpVMINgCp9OPxpti7zofNdT8VjeMzLBphSj\nQAPsfXRffFmdcwlS5NS51seAiB2pRTWfV3PSSik14L79q0SAMfmma9qu6Xw7dm23XdN2TdPWSMRD\nhZ6BCSmlJGmX821KTEQBEYEQUf7qIsrJnDi1XTuv5st6sWyWja98Csjogz+ZH3vvGHjZLr7cX40L\n0Sizt/3gAvLurZ8W0/2dh2U+uQ7S+1rDwkHSPrPZwe4TpVSM5yZUSVbog//lzU8+OK2M3CWZ+LCs\nl4t62bqmaWuZDmd1nts8cDCtDIS6+I3MHKI/W55tTDZC8K1ziD1sxomlJ7Buq2U9lxGpX1OIdc61\nrnOurZoqsgw5Tyfz4zIvAYF6Jt05ilJKcbE8WzZLgZoA2Cu7bJbzai5R1phEMAABJOZFNV/Ui7qp\nWITfGAAgpjCvzs6Wp61r+k/3GD4zQ9Usj+dH8+psUc9bX4cUrbbOu6pZSPzQuoboirt3xyWFhpTS\n84PvNyabzndjcoqI0hS+s7k7KaY9DHRpU7i3rTCz2f7OgyzPQwi4thcmTpnJqrb6+fVfO9exAXFm\nPvi2beq28sHFGELwy+iszqzJY4oheobLPdD9CiEgQkqxapZ12yBi6hWXWV7T47NPotT9lRcl2sPz\n+mxRnUVOAtelGLXSMQV1VR9YSvHo9PBseVo3YliglTFaT0+nnW8vhGUIkDidLk5PFyeL6owBR92v\nznfHZ5Msy600rq1iTWTmZb08OT0+W5wum0Xrm8QxM7nzbi2pvKU96+aF0rCfeHu2c7D/RFKB8bfM\noBRNy9kkn/y+cAMiZjY3yuZZMapSya8SsFFGL+3WbFtgIZk5ob1zzknFWidtjT1dHKuJnk02yqIc\nxmUhXmq1RcAUo9baOXcyP2ldC8OUM5RsnPnj8YfWd+OAuC++rhijD+FkfjSv5qI7rZXuujal2Lha\nehUl85Lqr7B4Tucnp/OTuq1l49DKSEV8UZ1dNqyY0qKan8yPl8uzJE0KzAzc2lyqC1Yb7idcwJjt\nV021WC6qelG3tQsdQ9KqVkqLPqAxVin6glR4/SYzJ+mp39ncdeXswsZKpGQw53WUja83rF4ezWqL\nGq0xoi4H69KsjC64pw+eT4qTJMrnzJ1rU0wpJRNdR0oRvT9+u4Fb+1sPZtPZbDK7gQDJDDGG1+9/\n+3j8XjTKEieSeVmISunj+XHrOqXVlVyduy9O7LybL0/rruq8A2Yi1XWNjIHNbI4IpAgAEyeFFGIM\nwS/rxXx51ro6sTSlWcCkiKqmWH9V5DUIKSyrxaKaizQ3ogJIAND5ljm1rs1MJh5C3hAiFWNoulb4\nZ51v+vlZyFuz3WcPn89mG+sKyl+zyryclRt5VpRZeZ440w/YBplRetWre28eS9wDKTLnKYeIFGLI\nTPb04fPpZMMHx4ljDE3XeO+ZwYVOKQ0NSDVmc7r1YO/h9mwLia464QFWADhbnPrgpT4tGD6RUsYg\nivQDi2F95eq6znmXUvLe9RMrUwIAUaYUkGuFy8fYuU4yNeddYhZqaIyxde36wMvxvolyug9OOmyx\nnwcrfT6LEEJmMgbQahygRyH4zjvnu7ZrXehSSoSUOGqtHz94urW5Jd3hX3PVzEyEs3JjUk610pnJ\nLlvPzbZ7n5x3GCZRrYVYMnABMpvtbe3neeFcJ3ff1otqsvDBd94AwHxxKqExEj7cebS9uY1w7Qi1\nGKPW6tX7V4UtEUG6CBExN7Ysp0VeEimFRJrgCo70Z10UcBI5bqfJRY7iZ8YqlLZaRphrpX3whOS9\nlyetlEJmYWdMiklmc6P0xa0QkYi8ybRrBzZiX0eVYMtHL6JqEVArJUnlanwVApFCJAJUqGblbG9r\nf3d77+v7cwQKmZYzqWhprde/tK+sSeJ/zZ5wjw2rfYjTG/J6xYwoMxkaUlqH4JzzFSxd54qszG0O\nSJ3v5tWcSMUUnOt2Nne3Ztu9a7r4HcjMbddopbdn2/vbDwG4dR1ASsxlXuxu7Vmby/fjrVq2d7gm\n37llsxR5z5ACICikTOdlMSlsPptuAgIiFFlZtUutjFam6zoiMskwsyK9Nd3e33mQZ4UadNjXj88p\nlVnFQ7bFDAwiKIpSUMpMppQhotxmWpsQglfOxCCpSeIk49WttbubexvTza3Zttb6ayJLGKAQ0SWQ\nCvq5NwLlIzKO+upY4x5LOswIzIzngSf5P+mTKaiI2hC0bdMCg1baautDjCmeLU+FbuWjnxWzsphc\ncWu4D12lc7DIyyf7T2NKXWiZOcUwKaeP9h+v9D8u4KtfsBCiD6eLUwTSpFzyAIwAuSlm5UZus+2N\nHUaIHGUWWmZzq7Ou6zrfJQ4MoEjtbe0/efCsyEu6/BAQkLFqKwbOTBaCsDP62qhWWiuTaWtMhojT\ncmpN1rS1zE+s26XRWsglhDgtZ3tb+0VWFHl55SDWz1tDIAWSIV4SnRvwu2tzo3szLOEfX/fbQV4B\nlSLvvcDHEplFjst6Wbc1IhhjMpsbbY2+Yt6BbLIxRq314ckHAD7Yf+KDk1aCGMN0MjvYf6y1HjGf\nL06LxquKMRqdOR8IsYuduP7cFhuTzdzmG9NNItX6BgC2N3etzjjxcrpsXcscAUApvbO5+2j3YFJO\n12hqq+MjUtVWPniRjfTeMyYABAaltFXGamtNjkRbs60sy+aLs865EINSyhgtVSxC2pxsbU62rLUy\nsuVrDUvOLvVUsOtYEld2Xsm6x63w6ivpmTo40KkYgSGmEGNMMRGRDzL+KsUYp+Vsf/vBsKFeOGNG\nVNyL8cPbwzcxxoc7B51rpRMhpTSdzHY2d4XK3L9LX21YKYYY07JeMsfGN1KDzkxWZGWZFZqMtVnr\nmrPq7MXj7wmUVnpSTJVSUgE02mxOt7Y3dmaTDQS4NCkPEDDPCuc6RDxbnDnXCiYn3s4obbW1OldK\nbUw2rM2884jkg0+QlMIEoJAkwCrzSWaygTh6D4aVMPUlpkt0q+H0r73B9xpjXfklvMqwU4opRR98\n553UzhjQ+e5scaK17nzc2dh7vP9ErOQS7M6ELOlV3dYv3/6SZ+WLgx+stUVW+BARuSwmk2IiXYQM\nX70PAgBAiqFpm1m5EaLHjmKMsrNrpbW2IQaV1LJevD188/zRd8wQU7LWDi8A5lkuY62m5RSulmdh\nUmp/60HnnXduiIwBAJDIkDbKaqWMtlbm2cpkPCKjjYgsGaWMysp8Ym2mjQHEm/aOuy0cghhZX6Dp\n/7urzfQEzr4LMHrv266VbFymw8cUvHfSqvVg5+He1r78kFCdfwycUgoxtF3z4ejdq/cvN6Zbne82\np5vTycyHQIS5LYRCfo/nH6PKs2JSTFrfRo4+eCkcyW998C66w9PDD0fvThYnuS5EC04pgxgJyJpM\nGOj2GmVRKdFsTDYni9Mzk8lQexhZX4PMlTTzjBQD6EVyDSBYbQpTlnkpdXfmFO/BV3/t+vvJGElh\n2HnXtE3rWh9cTEk4a7nNu9DtbOw92ntcFhNFipkTpAtZYUwhxtS59ufXfz08/di57tPZ4aO9R0Ve\nmhCIUNTAesj+nk6bmTOblcWk7uoQHDMHiCPBMqZwsjh+8/H1yeLk1fuXj3YeQ08iQgAiVEYZo+1K\nb+Kq0qfRJs/yzFijjCIFQ08zjK8lJxksjYgxBRGdB0REUkSZyctiMi1neVbImHsG/sqtcDBMhGt3\nolvW39GwOKUUez1j3/kYEnBK0Rq7vblbu+bpg+ePdh9rpa3JZKDSObIGYow+plC39b++/JdFvWBO\nH4/f23/6HxndiyysPbyrmvy/bDEYbcu8LLLCOeejDykmTiEFdi1zenf45vXHlzGmn9/8VGTlxmRT\nUANgQEKttFGaEPu0+arnLQpsmrR08sQ4DNSQm8aJUyJFdVsxwJisAAAiKFKZzif5ZDqZFVkx9BN+\n7UX3vMKveD3/fobFzD74pm2atnHBxX6CUrI629ncPV2ePtl/truxh4jGGLz0riAiAHfOHZ99evnu\nl6artdKjFo207IngeOR0j9uAEMwzmxW26GzXuEqqs5DAgw/Bv/v05sPR+0kx+3D07ruDF9NiFkIQ\nEFUBy/RDAEjxar7haEA4qmD2s796eiMyAjMG6BUKOYQYhApGiGTImqzMi0kxtcOciHup53zl+h0N\naz2VEJ5n27XLZlF3tQsupCD3TmszKzf2Nvf3tvYnxYRIKVSXaZ8irSECUSfz46qtNqebVmTKgKX2\nP0QwXxu6nvteqYQaW2RF6zpVK2aOHAEgxngyP/p0erioF4pUZjMpyySO0nEAAEopYwwAJI7XBD5C\npGMh8vfR6GBYDBwhAjNE5ijtAhxjZBEbQUSkzOZFXmZZfkch+7/P+j0Na3jrhsg9LevlfDlvXCOd\nAgkSEiqiPCse7z/ZnG5YY8w1svfMbJSpm+XLd78kTs53k2L6aPdRSqI2RlK7vZLC9TVLmhmtMWU5\ncdGZpSXAxFLYSUdnh8tmwZyc76bljJB89D3bAhARJXgnVDeEffJJo40W5jsScBzVp3rudUo8pP3D\nPxMCaaXLouyBBqXuYyTb/azf17B4cCMxRR/Csl4um0Xn22FMbRIZJ6PMxs5BkZfSs3olmMvMWpnO\nd59OD63JlNL7Ow+ePHgmHWBjgwbc90YgIYtWusiLLnRWWyLCnl0Mi3oRYrDaEqm9rT2jbUxRkZIe\nQCS0xvbd2DeeFSFpbbQ2MitxdFf9P3HoSh7510PnhZxYnhXSmntfWiBfv37fGEuiAgBMKXVdU7d1\n0zW+H8AkGTURkdZ6c7qV21x67q9DjcdnY7TZPqdF87tn10RkjM1sprUevYIka+KWpuVsa7ZjzqsY\nEJBW+o5668JtEsljcfDrv12/I/IB+RciZY01ZpCV/6PshL+zx4opxhgQMKS4rJdt1/joQwzjNokI\nREqRKmxR5KXW5rpbIwwTa+ze9v6nk49PHjx9+vB5JsPf+qDk97qriAikNJHRgghooiA6bEVWWG1T\n4r3tB8KiWSHUzKJiehe9dULqJf+VUszI6Nn3MGfferK6OpE/AVRaaa217KHSlPjHWfdZK7yM+g9N\nMihyas63Ar6v/5kmJbtAkZei/3F1iIsYgi/zyXcHP7x8+8uLxz8e7D0Rb3FTyeo+FkoUBKyVttoY\nY33yKXLktDndmuRTRHqw80g4CDS0AUpnvSJ16z4IAxZqjJHW+JgocGRRyIVzVycQAxAhUmZya6wI\npf5xwnZZ9yxue2HJCBoAaNpm2Szl3y+YIJGWIdPWZETqurKU4M5FPnn28Pn+zsPvDl7sbO4h4JXl\n6t9pIaK1WWYz5zvpDJuVG5vTLa3N9sZO3yY/wOuIqGjYN2976ILrSu4JMvzsuk8Ko0ZbY2xmcgng\n7vEa72vdh/DaKESSeExk5CchhBhjTGFRz5u2uVJZSitVZmWvkHbjPULE3Ga7m3s/PPnx0d7jMi+1\n0oQk/TP3Us+/eSFikRVlXjZtTYGIyNpsc7ad5UWZlVqSMkROCREU6buLrSOgUirPikk5FVGQ694u\n6agu80lZTIyyk2Lye6gjf/366vYvWL2ga4PaEwNHEV4PoQvtfHnW+TZcmquOiFqbspjOphvW2Cs4\nDavFmnTSXOaTf/jun3Y2dpVSVlsWXBR72bsv7x+4wyKkophM8+lCz7vQaaU98+Zsa5qitOGP1QKU\nCYnKKK3xLvryCIpUkZcz74L3LjhpkOdB50MSQwnFFKnZZGNzuqFIl/lkCNvvaeztPa2vljEaOcjM\n603lgrPL/7Vts2yWopM5NqyuzkDpwhaTYjooFl1tGcyslFacrLHfHXwvXkAplVIaEaLf06r6lyez\neVlMMpPXrhY68rScwkDLhjVvrZU22go0dZcvUErlWR7jtOuaqq0Uqh53GCJ4lGF3SlubzcrZ5mQL\nkUTF/ne65q9ZX6+PNRgWMHNywQOzUpo5tW0jIgtVW13prmQRkdU2s9mtLl2KHtZkZV42rpYHmVI0\nxoYYgFd5+O+0BMYssjLPct1oAeEymxOSD/4Ce1dO1Zhr89wLSxANoYCKxl8/qp6ZWQA/JCSj7bSY\nTcppWUwQ0ShzfwX3+1xfa1iJk7xUKYUYY9M2zFxkeUppUS8717ZdUzXLMAgTrDwcMDKKdpRkheq2\nCajMjISZzayxiSOhSpycd0bbEMLIR/3KK7phKSIEyrO8LCZ6YQjIKI1EJPEADpJZYnFIeZbdcRD1\nSIxhkxV5WdjCKCsSvRFSSqyIlDKaVJ4Vm9OtMisFlR3fpb9bBnPHdQ8eK4YovcsppbqpmJkQYozL\nahGiiFXWUqUf/wRgFPdRWmlpBbkNRex1H2SgqFKKRLLHd4jkQve5872+YEnrjDE2zwurjMxdFhGP\nXrNvaJolVIRkbXbrXL/+yEM6qZTKsrzIyizLYwqRI0KKgnSYzGhT5uXGdCu3mVJK9Ar5pmkG32zd\ng2E571rX9obV1mJYIca6rVKKrWtcuGIUGwLSoJl5Rx32UfQsxih9ZqKP/bH6YIzR2n6xgN0dl+Se\nWgs+Yo0yzOyT534aVgJQBATUD3YzWt86jvXCkg0xz/NJMYnBd6ET0pVCHFkMk2KitRHhEPhjcBku\nr3swrNa3i2oeoo8pNW0DzCmFMIiutq6JKV7mIYl0oiYtgcjdwZj+HSVKMYp2z8+v/3qw/2Sj3PTB\nf86I3s9eUp6TIQbWZrnNGSCGnkwh6tmECpEVaZHl/azZbuK3tNJ5VmxMNr3rQoqGiATDs/nGbGuS\nT63JFOlBYoTxasbzN173gGO1rp1XZzLTJqYIjJ1vQwjOd51vXXA9IgDSNtPfZSJltMlMJjHTZ712\n8gBEiXpRzf/15T9bY4W9+bsaFgMjoVQAc5v7vIycEiQZksiciMgqg8M4u56f/pmXRkRZnm/wRtNV\nXeiMslob712Rl5vTTZFDXqmq8d8DwPuCdQ+G5Xy3bJYpBh+C7FAh+RCDCB/4FM9xvQdCNyFaY8us\nzG2ulbo7UCCHEvHSpqvfH7377f3Lnc29Fwc/bEy3vv5y7rIUqSzLXXAueEQMybddk4ZMUCuFhJnN\nNWmEz5YuFvoXMkzySdu1Vltrsk53ZV6WxXT9JfwDOqpx3YNhhRi6ro0xhBCU0oQo4xvEqaSUVqM+\n1hr9iCjPiulkVuQF3ZYPri9x/j54Bl5Wi59e/fVkfvT6w2/HZ0frQ35/16WVLrKic11ufW4zFzrv\nHVNSpPKsyK1NzJNi8rkBlixE0loTY1mULnjBw6zNyryQ2tf4yd8bEP6a9dWGhQAAMcUQg8iCI2II\nQQiio9q2fJaHxAkZiKgsJhvTjSIv7lKmXftCBAAfPCIcz4/+w8t/37nu/ad3x/Ojv2jz90mRtDJ5\nXpimLvPCGNu6um4rQjTalEU5ySch+mk51fqz+4WwH+qiQXGRl9ynOAoQrLGaehnBMbr6Pa7uXtY9\neCwiUkSeOfXCvSjaLwIprefD/SOXQUJERVZMJ9PMZufHAN1ppZScb98fvXvz4RWRqppl09XS3vP1\nV3TrUkplJrPGKoVlXmqt5tVZ8EZrUxbltJx5777CYyECJMTM5jKGCQCExyf8vj+wOa3WPRiWUcYa\n27mOgUUuhocpHaN8tHySkGQ4NikaieRj68RnLUT6dHr46v3LpquZeWu2pbUZBYl/7yWzWzObARjR\njpqWsxCCjBspstIqk9lc0ZffXkH5jTaiOm60gf9YbAoA7qUIbbXNbb6olyzzrhPJJniBWcXApDRH\nFokcIjK677n73LSGmY3W74/ev3r/q1L6+Oxoc7q9Nd3y3t9vt+qVCxGJQClV5CUCG21ySJvTLR+8\nUabIS2stGCuDg75sX0aQXra+p02AU4Ar5Hf+sOseDKvIiiKfMBxKRDVoqqxiHRwk/IU+Je96npVG\nW6WIkM53EN5pGW2qenG2OJMt6buDF3vb+yGGzP7++PuwrRdZDsIqwGxztuW8t1pntjDaKBKc7gsN\nS1SEYCi0rwLHPyQWeuW6h62wzMsiL0WyEdb4DheW4HjTcjotp1rpPJvkNh9mB3/BVojTclrm5eni\n5M/P//EfX/xla7b9FRfx2YuI+r6uFA1apVRmgyZFpIlI3yv98I+Jrd+8vl6OG/Msz0wmgzek4fc6\nbnGMYVrOnj58zpyMyYq8/GItcub05OGTR3uP/+XXf/+//Z//73589qfMFn9PKimOU24QFTCg0Skq\n7CVlCSldr/r8ud8Ff2zI6sp1D3CDNVZp5YNDANEyvNJnEVIXXZlPD/Yfd65VpI2xX+bbpbHi2cNn\nTx48O1uc/Js//2eP9h6FAHdphrmvNX7XaF6E1JPtEP7jCrR/j3UPW6H0ScYYFIni2bXNWymlzGZb\nG5t1bQEJrrPBO6yU0u7W7v72g7qtXzz5cWOycXw2/yaUt4uh5Hly9tev/+h8lax7eMUVASHFtNas\ndNUSw9LKEEKeFbnN6EvnfwL0g41mkw3nu/3tBzB0xXzxAb9i4RpKh+OcnHs5NA/rfsS+/o7r/w83\nbvT0UexYoQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=200x200 at 0x7FEB63D8D750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5806\n"
     ]
    }
   ],
   "source": [
    "SAMPLE_SIZE = 2\n",
    "x, y = generate_image_sets_for_multi_digits(SAMPLE_SIZE)\n",
    "for i in range(0, SAMPLE_SIZE):\n",
    "    x_i = np.rollaxis(x[i], 0, 3)\n",
    "    x_as_img = PIL.Image.fromarray(np.uint8(x_i * 255.0), 'RGB')\n",
    "    display.display(x_as_img)\n",
    "    # y_as_num = array([np.argmax(j) for j in y])[i]\n",
    "    # array([ argmax(j) for j in array([r[i]]) ])\n",
    "    # y_as_num = [[ argmax(j) for j in array([y[k]]) ] for k in range(0, DIGIT_COUNT)]\n",
    "    y_i = [y['out_%02d' % j][i] for j in range(0, DIGIT_COUNT)]\n",
    "    y_i_as_num = [ str(argmax(k)) for k in y_i]\n",
    "    print int(string.join(y_i_as_num, ''))\n",
    "    # print y_as_num"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "POOL_SIZE = (2, 2)\n",
    "def create_cnn_layers():\n",
    "    shape = (RGB_COLOR_COUNT, IMAGE_STD_HEIGHT, IMAGE_STD_WIDTH) if IS_TH else (IMAGE_STD_HEIGHT, IMAGE_STD_WIDTH, RGB_COLOR_COUNT)\n",
    "    dim_ordering = 'th' if IS_TH else 'tf'\n",
    "\n",
    "    input_layer = Input(name='input', shape=shape)\n",
    "    h = Convolution2D(22, 5, 5, activation='relu', dim_ordering=dim_ordering)(input_layer)\n",
    "    h = MaxPooling2D(pool_size=POOL_SIZE)(h)\n",
    "    h = Convolution2D(44, 3, 3, activation='relu', dim_ordering=dim_ordering)(h)\n",
    "    h = MaxPooling2D(pool_size=POOL_SIZE)(h)\n",
    "    h = Dropout(0.25)(h)\n",
    "    last_cnn_layer = Flatten()(h)\n",
    "    return (input_layer, last_cnn_layer)\n",
    "def create_multi_digit_model(model_file='', digit_count=DIGIT_COUNT):\n",
    "    input_layer, last_cnn_layer = create_cnn_layers()\n",
    "\n",
    "    outputs = []\n",
    "    loss = {}\n",
    "    for index in range(0, digit_count):\n",
    "        h = Dense(256, activation='relu')(last_cnn_layer)\n",
    "        h = Dropout(0.5)(h)\n",
    "        out_name = OUT_PUT_NAME_FORMAT % index\n",
    "        output = Dense(CLASS_COUNT, activation='softmax', name=out_name)(h)\n",
    "        loss[out_name] = 'categorical_crossentropy'\n",
    "        outputs.append(output)\n",
    "\n",
    "    model = Model(input=input_layer, output=outputs)\n",
    "    model.compile(\n",
    "        optimizer='adadelta',\n",
    "        loss=loss\n",
    "    )\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "model = create_multi_digit_model('', DIGIT_COUNT)\n",
    "model.load_weights('model/model_mul_410.hdf5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "y_predict = model.predict(x) # np.rollaxis(x, 3, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array([[  1.61103178e-16,   1.84247149e-13,   1.05887251e-16,\n",
       "           2.92940501e-21,   1.00000000e+00,   3.26687241e-17,\n",
       "           7.44577612e-18,   1.88293894e-18,   3.11937522e-18,\n",
       "           9.36957472e-17],\n",
       "        [  1.32526729e-19,   7.49033618e-17,   5.10821090e-20,\n",
       "           1.62231990e-13,   5.99879755e-19,   1.00000000e+00,\n",
       "           3.08598280e-13,   8.68895719e-21,   3.12834882e-14,\n",
       "           4.31429388e-14]], dtype=float32),\n",
       " array([[  2.97441347e-12,   9.22141360e-19,   8.94225828e-14,\n",
       "           5.95711640e-07,   1.30120174e-18,   1.09066411e-09,\n",
       "           3.79217437e-13,   3.51074146e-17,   9.99999404e-01,\n",
       "           8.67994739e-12],\n",
       "        [  4.44823484e-11,   1.41876794e-17,   8.31972834e-17,\n",
       "           1.01629676e-05,   5.56476188e-16,   3.90891319e-06,\n",
       "           6.04039885e-09,   6.55008241e-19,   9.99985933e-01,\n",
       "           8.96010466e-09]], dtype=float32),\n",
       " array([[  9.99962449e-01,   2.90041990e-05,   2.55332998e-06,\n",
       "           1.78491433e-07,   2.78236296e-08,   4.17682577e-06,\n",
       "           1.13276747e-06,   2.63990273e-07,   6.42647535e-08,\n",
       "           1.75047276e-07],\n",
       "        [  9.99999523e-01,   1.36537054e-07,   5.86611684e-08,\n",
       "           1.14900367e-10,   1.01874557e-10,   3.06905868e-13,\n",
       "           6.51952017e-12,   3.19708334e-07,   1.28162592e-09,\n",
       "           6.22923091e-09]], dtype=float32),\n",
       " array([[  7.07199646e-11,   2.74502996e-16,   1.15244184e-17,\n",
       "           1.15955336e-12,   1.34407652e-09,   3.41194027e-05,\n",
       "           9.99965906e-01,   7.17706894e-21,   1.85082588e-10,\n",
       "           1.24155138e-16],\n",
       "        [  2.03035214e-16,   5.42135789e-21,   1.01939497e-25,\n",
       "           9.44731051e-17,   2.54429900e-18,   2.01811858e-07,\n",
       "           9.99999762e-01,   3.47024873e-26,   3.39437978e-13,\n",
       "           2.95146992e-27]], dtype=float32)]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_predict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def verify(sample_size_per_batch, batch_count, fonts=None):\n",
    "    for batch_id in range(0, batch_count):\n",
    "        x, y = generate_image_sets_for_multi_digits(sample_size_per_batch)\n",
    "        y_predict = model.predict(x)\n",
    "        for i in range(0, len(x)):\n",
    "            x_i = np.rollaxis(x[i], 0, 3)\n",
    "            x_as_img = PIL.Image.fromarray(np.uint8(x_i * 255.0), 'RGB')\n",
    "\n",
    "            y_i = [y['out_%02d' % j][i] for j in range(0, DIGIT_COUNT)]\n",
    "            y_i_as_num = [ str(argmax(k)) for k in y_i]\n",
    "            expected = int(string.join(y_i_as_num, ''))\n",
    "\n",
    "            y_predict_i = [y_predict[j][i] for j in range(0, DIGIT_COUNT)]\n",
    "            y_predict_i_as_num = [ str(argmax(k)) for k in y_predict_i]\n",
    "            predicted = int(string.join(y_predict_i_as_num, ''))\n",
    "            if expected != predicted:\n",
    "                display.display(x_as_img)\n",
    "                print 'predicted: %04d' % predicted\n",
    "                print 'expected: %04d' % expected"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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rtaIasiTCPqUYQgphs9kQc04ppaSq/mTmGCnEA3G7PO7DF9n5P/RJRqDvL1+k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\nUqF9IWSETwZ49sADrzHxsb6QZukAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=200x200 at 0x7FEB63DB2390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "predicted: 9148\n",
      "expected: 9128\n"
     ]
    },
    {
     "data": {
      "image/png": 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sCMTpvU1/c3RMGdVct/kQn5/WYrYr1E5bZ7XViARLVSczxxCijymm1VL/TJRt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\nXq+cH9n/A9ocnjlUe1mrAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=200x200 at 0x7FEB63E47E90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "predicted: 8574\n",
      "expected: 8524\n"
     ]
    }
   ],
   "source": [
    "verify(10, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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V2WXLb4i/HtaXsbfMCfqb6nhuiqDCIMfmtFkw8ULDDAmdaceeJQQVg7ThNPD0QXtXw2vK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rGuITM2lYh6NmJgwTnlVeg4S2H6DCktU3+WNn+Lq1dhvaK8JpGCqEtbQhwMB+FSg+WUKtAjP3rc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\nODD/Oy4qo1YAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=200x200 at 0x7FEB3E0B0450>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "predicted: 9748\n",
      "expected: 9758\n"
     ]
    },
    {
     "data": {
      "image/png": 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NMRHluBsQSheXIhARGZO3fICrqal8E8SVTb2d//433NRkeEdHEKKpLLviHZZa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\np284m1dCYBN1iLROgsP/A26QuhCbxDYXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=200x200 at 0x7FEB3E0B0110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "predicted: 6961\n",
      "expected: 6962\n"
     ]
    }
   ],
   "source": [
    "verify(10, 10, fonts=[\n",
    "            './fonts/megrim/Megrim.ttf',\n",
    "            './fonts/grundschrift/Grundschrift-Regular.otf',\n",
    "            './fonts/fantasque-sans-mono/FantasqueSansMono-Regular.ttf'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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PQ1EzQwIqz5PIlYxDSTd85poeJKVO/wA0sCo0l5sfVs0Vczj1eKFaQlDnif0S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\nqOYI1o4mwnn3NhEJT8xWOXl/AHVFGA7D4R0sAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=200x200 at 0x7FEB63DC8F90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "predicted: 4290\n",
      "expected: 4292\n"
     ]
    }
   ],
   "source": [
    "verify(10, 10, fonts=['./fonts/ballpoint/Ballpointprint.ttf'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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6z4no7vbh5592Ls5vdj4e/uFPVwu+dAV3HoXQudn5eHBxcfP01JglOzM76Q6beNaKIjUx\nMbb1am16ZmJ2diqpxEIIQOfBdWAszy4iTqKoEX3z3TY/IyX6FAZv4RQxAfQQIJXAN6QizbsJ1fQr\n59avJW7RIgO85x3EABljAEFKGRAHYgfdx7Y6Tqh/qSmFhIk9fPTTAaV3WUuItnecvuN7yfGH8RKL\n/DicKnR2lZCMyaEACdJKIiIpGZ4t+sMaGfxGfb5vmGU5EVycX//1zx8b9fRw//Ty7Dr6BxWGQERC\nSGvtzsfDLMsBII6jV2/WhBDWGp80hXESG5NubC8vpbNxHCVJJIQIAr473CCEUkpKsbm9wmuppNJa\n++A/gFMEjvi5NiHeebc1abTCTi+om34B77AQgJRWqXA4BAE7W3It7/WnGEJQmEK+dlNUhYjdl16+\nR7f3slPCEF9p9AG7chLLJVpxrAKlFESCiBBtkIDeRC0ZdM8mY2yjkR7un+1+OkAU93ePT08NKZvy\nZtmKur66QxS1WmV+fvrVm3UVSbIWJbMgRJFqYLq0PA9AiMB5Y0GP9dqOUgql5Ozc1MRkjdmExVVp\nmgrGciEXKKyEkl3U1rQ3dIrIbDOFdWpjE/JSsICkjbFCiuDJ9hgRudSx8NrCqoM2xurW9zD8ru/1\nBlbbdnGMxXYVivLkYWFkYe9BPJeEEJcXN7s7RzfX9/WnRhxHcRzZ5qMx3PNKNVFKTs9Obr1eW1ya\njeOoaTRCSCmmpsZn56akbI2z9Ym3JEkcJ1GcREoJKtiAPPO4aWoiZx4BEXhxFfZfsVxssAdzDYAX\nttwKCIYPy+lfRMGsDiuXphkQGWPzTHex4cmDDOU0Lz9BGOLAGGJnof2ST1eaU0QiSNOMyGptstJ7\nQwcD6/vBISIKiUJKFMKFPEs7U0rhkYhWzgrDHsxD6UVEFMfq/PRqf/cYBdYb6eLy7MzcVBvcYIUQ\nG1vL1Wq8vDL/7ffblWrC5nm5tSiKkmocJ3GSxNCcYtojCE2AEMWKZbGUQucmOElhRnjzAYC1Tb4h\n85N1vNXULCJYa/nQb1CU2JQ+gojChxrduc5ys0BFEQQim6U5AFhjAaDScSBeVoXDx6HBkngo3AVs\ntgKpDVfhBrM0ByJjqeUzd6CkMEWLGRNCSOl2IpQEMwCBYJ4CIQSDDl+IVKRubx6ur+5qtWqjkW69\nWltcms1znVTiMBHGGKXkm3eb/+Off5ybm3rzblNKEUUKRcmaJFKRFIgAFCcRNG+/nsg7AQo02vCa\nlaUlz0eQ6vxtIQx5vLoHMRZlTVHBB1xrxW5ABESBjCiZXrPMa39+eoVCzMxMWA6Udv4mpwY3yfwe\nWYR9/EsiIjo/vxYopmcmrLFlT9y2vgfCGIUQ2ElPBG0oxJc+sOnCSpVKMjk1trW9Mj0z2abzKYrV\n6vrC5tby/MLM0vKclFJKidi0yYVwIQohWo3RnhKLpaJDPoJSAChJLJ4OFAjGCCOsP/0CXuZ5MV60\nbB12XyhWIsej4JJIAFFIiQiojUEbnBWnlTCc6baUG2Mtffp4UKtVp6cnsjSPk1iIsmNMRGh9HY6g\nnji5IFiETY5YGTlzgie0BUIiOHPT7nw8qFarU9PjeZ5HUeR2sk+VKenQYrKkFIgCWiUWgNuoojOf\nv5zZpbWemBqbnZt6fKi/+3ZreXUhqcSiuX1EjJNofGLs3bdbk1MTtbFKHCts9Z3JBzqpPHtuLD37\ngB49AOucXsdtzmBgiE+iVCKYCNjJCna2BxsfxllXQdfwuzi+ITmBQaBSUirphWJozfMXEXAktZ7V\n6433P+7u7RxlWc7ucZkCVqmNMXxOpnmt0UGU3jx0vS7Yq6SK3bRYS2kje3pqvP9x9/POYZrmnAjA\nz1qPlTdbDoAChUAZ2Lk0TUEzSilK6GB5JSDsuucQIuaZXlic23y1OjZe++GPb2fnpwRi5A1zNj+E\nEHEcKSnefru1vrmEiHES81y29bmzvO+VjwWOLcC2IQLBugrAMQkGr02LpVtelhIeHea9sG0FopDC\n2zeolGS7zVOrtCZDFmyaZqcnlzsfD+7vHq+v7hYWp9vHQk2nkL3RA+XGEQBc6Lx4qsxbTR9Ya9M0\nOzu9+vThYH5h5vbmXqlpP2OdXcIwY4WP0GnOO36EgwYWBiJr7ez81Par1dOjizdvNyYmaoioVDPc\ngCillFKsri+yKduxUEqz7dtE3WKFwBEzCKvSBAs4L0Ypib7EAEiSUoSVC5IxOPPgYCSu/1TSgn6N\nGctBcNpaSAlAHCTo1HPItQaiNM0+/Pz55PiiUc8O9k4Wlqbb18Yaqwuw3SELAVXynidr18KEpxKV\nZ1xro7VJG/nH93sHe6dpIzs6OJuemRACgz/Ygt45v09Jdsv7MFZzVAc7+YnPISFlrVZdXV/85rvt\nxeW5arUilWwXh0KIKIpqY5U8NzrPu8nLsnXU9Hinr1KBxHjcKHhXPHYhhFJSKkaQhWB/R0ghnCDw\n+DswGh8ceE7GIO+VQxBXAhBRCqGU5FIwUggUIAQKh5EUc0tECJBneZrlD/f1f//XD7c3D5cX1wd7\nJ4WBWXzZnfiwxkKJlYU3lqVEKb3h7EGA0jSUTSVABKN1npuHh6e//NuH87Or48Pz3U+HRnNCFQRM\n1Lod5c1RgQyLlmVkmZy11yxEwfsxQbz25Zu+FMdKKTG/MP2HP70dH69GsZJKdmSaJImFlHGs4iTq\npoX9Fm39e8eQDoY2qFzP0KOIvBo+4OWAJheud4kVpRcVCBZncPMCl2DJMPdssDEezctrMeQrYovl\nCGCMzVJ9fnb18Ze9x4e6lOLu9kEIUbYjudshlyGYCAF+axEhHD8xgZk6HdayltJGenF2/fH93t3t\ng9HmYO/EpSL6jVg+nsBDky6MI/omeLUwkJdYfZ4anFQU5bmenBqfnBrn5RNClL1a8FJERRLIAoBS\nqoPK6P2W9j8hojEWEaRSaSO1bfWiHBjjN3hgV28F2xZjBaBQLv78aVODZRCfZR4gEktHgWhZ/rVi\nhoh4f/+48+nw8vz68aE+PTNRqSQt42fGCrqpJLeLvChAEOBGQZYtt66QCRGhEI+Pjd2do7PTq6fH\nRpbmlxc3WludGy5K62RdGB04YSwGYBDswFgd4g/PIR712Fi1Uq30LpCJiNZYQHc6Ziju7mRjIWpt\ngCipCO/sBKDP7XKppJCChQz4ZfZ2vPQZAQX6Z4nAOiy+NU8vzKWTHcKxERFbu4w3YIFFAABYS0rJ\nh7vHj+8/W2sbjXRisraytmC0oebqcsYaliEhIwMRHAKOKKXkdCtedSIQ1nLaJkKBP4S5ISKl1OPD\n06df9hr1tFFPjTGPj400zdJGVqnEIUDAu1743cIebm91FmxN/xt5x+sFbXcAIKWEkomK4krVCCF6\nII/h6MqwMrOz8c4lRIw2T08p58aX4xLObC9FW3gh0ZlahKYpMY6tK0AsjOEijNPkmqFA8O6rO4LL\n6FZB7E8AWSuTuF5PT08u4ySKlFpemd/cXmXhhKXTL1SEVohRKG5WSMF+KFtsnMECAHmuy3NYjn5y\ng1KptJGdHl8CQpbmWZ6naXZ3+zA3Nx3HUdkug5K4UlKKAQqlhB1W/uOzQYZmIhJCsh8cRQr9GdSO\nX/VPDN2D1qGG1zw91o+PzhtPDS5nUTxQog7Ndfko5DL06krbU8Kjr+2j9t4EEVEURbNzUxtbKwtL\ns+0bq31SRD9qmZKWx3mKjDFCCK6K0ainJ0cXDKG1DxMFdJuuLvMw4BdHpMBGRvsoRVe9D9Ar07EX\ntQ3ClRCB25uHn3/ceXxs5JnOcxeh9BCf21TNq4gtFD7gzJiQJEPBW0QfxA6R7NKZQQzulA+ihWaJ\ngAC1NnEcLyzOSik3t1e2X69Vqwnn1zZPTwAOXLOcYyccCO7TCsoZB83ePmI51oTGmChSM3OTiJjl\nWkr59NTY2z3mdQrgfukRUSr62FOhYJPee2FBFaiUodmbsQCCQ/9siQUAeaazLDs9vfzrnz/cXN+n\naa5zl7HJqxKWufxUOcgDhUr2eJAlssTBQWfcAiAgs6hw/zbJppI5L4W3tQMujoh5psfGq6/fbNRq\nlbffbm1sLgvEOImxBUt1QC+E2QyeB1/JJFwPwHOVW1/ertjGacaYWq2yvrXCzlQcq7SRnZ1csqAK\nQQX3ZgQU6A5L9LKvyr11e8H95cXZC7HkaBcv7dWh4bm8TWcZY4wplxCpP6Ulzxl6z07Zvwt/bAEb\nqen7Ab7v3C66s6Md4B9rbXWssvlqdXll/vWb9fnFGUCIotaDYSWmcDwivIMW5G6PIbVsIUQga8fG\nq2vri4Kzi6Xk5EHw1mT7GF/q9PYLEnn0u/fXSvJiuPabGItcCRFyJUTOb3Y+Hjw+PEnp4Py27dve\nj9CLJiSryWhvCmajlEJ65LCTQeNNIunBy9K74iSeX5h+9+3W2ubS2HhNRQraMwdK6VYBYigimx2m\njcpSoh39Q8RarTozO6kiVanGKFAKMTs3CQBcvySEc8oQ3TAr06p6hl7VAd8xgP0UXj1sH5qsB3Al\nROze7vGH93uNNNvbPX58qHMgyTEVupzkTp0AABC+4oGXocHKASqiziHwzGg7n4Iq69CiVQBgweDT\nTRyoz+xYG6t8/8fX8wszSsk4jlo0R2gTi+CmCJh7M0sVMt9vIq+XmsQeSSmSalytVmq1yuTUuFJy\nfKK6/XpNCMxz3VSriKNG3NIA60KFbGctXOSnvTCWFaR3z1Ydf7eqmYGo1dTNc/3w8LT76fBw/2x8\nvHJ7c5/nWkihjS+23E9iOdS8Uy99WBe8jncWTw+JBYW6ZDsIQ3NSSTAQx9HrdxtRFBGRVLK9+jwL\nDMZdhT/M1yP6VkSaOn5KwJZZHEezc1NT0+ONRra4PLf9alUqyZUHqNSA04MDl3+gcKKxGMBgT34B\nQrZWEcuBhAGpWXEggC8hcnf3wKf6fb1kB3735vMeWF6r7MXAW9gqO9ra7KSwnDCIk3hufro2VkHv\nMLY9jkFiKSWkkiHZvHM/u42tucWkEq9vLk1Mjs3MTr16vTa/OMPHxNu12LBa8EuUlxmN0FX5RyE5\n5jMEjxeMxcqOS4icn10DQJblK6vz1WqSa1M2RzrhSq4fEFSl/xuV9GB4EUAzV7E06ro3sZmKDguB\nnJWfVBJXfb7NHnJMJTnfS6qIzatWq7z1lT7zDDpVoCCgarXy9pvN6ZnJtY3Fb75/VakmcayEB4GL\ndoog+kDkzf9S1BudivwVRBciV9UDojTLYRhLq0kVInIJket6vVGrJnEcbb9erY1XdW4qFdlhbTv0\nxM2AWxEXynUOSDmZBDn5uGixq7Yoe5oljkVLVgmhlLSGFMfnO230oAoFCqkkS6yO7FJ6pvndLZ8R\nkaVqNX71Zn1xeW52dvL12w2hpIqicAFO07uHkVkdJdavd7sM5bnOtZFS5JmuVpMRGQuCAY6iNlZZ\nWJpdXVusVivlcY6MC3MmSZm43Mpg11IDtr/aA55aG6kkdjkGzavqMA1nq402gtKbieIkXlya3dxa\nnl+YXViadWZiG6yACN0EfEficjrP7d+LUFuVf2PM4EXnW+AGX0JkvFYbq7z9ZnNqZiKKI1nojj6o\nj+tS0z9eA4bEBv+hq7kyQOlHNrw7fBOdw+ZkZDfGQuBc5xJg1tNMLD3Y7quwzZBUovGJ2rvvtrdf\nr9VqFS4c1d4U9oX+2hov61LygSs/2q9EPHRf5f9i58OBMZahqAHHUkgsRLShhMjyHAF988OrpJpI\nKVQkIGDQ/std+wTkPUMEfzkUeZgUfF0G8BjVQB1lgN4XIvUQQMi4AMdU3Yw/aMpa6aZ22ZRxOtyb\ngCHpzz3rIBURRVEURe++3YqiSAiMk8hoQ6V+Nfkcg/FWsEe98eAHxAxOX9lD5Cr/+vPO4dXFzdtv\nt5IkiiK+zLEPTgGtqpAAfAkRKXFzazmOoxBAHVBcde1mN49psAa7fblAkDu1E8QVi7yhFqZH79Cf\nL11ZXWDgSgqhSbcOsI8p14VKZmh43bBtPJ9aqvyfnV5Vq8kYVAd8vNXGciVEXq9WqvH0zCSX0vIC\nBgcWME2/lUM6hcwbnrHalWHHllueYkgToP+uoGa0Bn1+accvC4FxHFVridZW5zk6sKNZFw8zwFI3\n3HCC+yxcFZevROiq/Btj7edPh3u7Rw/3TzsfD9bWFnHgu2eb4AYAiJNYKrGxtfLuu+0oVnEcoY9Z\ncvp5/x3oMNLQrPcHm061e+NlsKl3ehXD4VgAJ16dAd9h3kspgS4hsa/0KBs4DpWVUErUbulUkkRS\nKU4Jd1re57mDdxp8OLL3+NzLGZot4TIlaKY8pC9JDmz3Vf5//nHn6PD84aG+8/HQWisGvnOvyXhH\nhChSCLC0PLextYLgjrmRi+eIUSWWu5U2sAGMtJk7PELdZxvdqzGkLWC7Id7Sz6LMP/aUWMx/KlIh\nJZzBp2dKrLK1QC65BQEGtkRfjqi5yr/W+ubqbnDLHTok+gkpSiVEPI9gmYbvZes5OxxYVrXSwF9H\nRAKw1qpIAbsM/ZGSQmKV01Z7vMKaQm212ZBDuYPF68ErI0RUSrDP/5UZC5ur/BtjQ5X/AVton2uK\nIhVXoiSJ4zhmy6G57E4vW7LFRvGRQV80MaDZgEO4hL41//LikdJiNrXDHqI1li/q4LNf/nW9Oh8y\nqdybBPDJq6698jHHsrQrdRgCiw4wROKJYhmcZZovO8m1hsGU6UsRtVf5l2Jja1kIQQMfqWjPtySl\nJABZa6NYGWuBoJwK0Lfd9pV2iaNkwfNUOGIgRklUGvQR21LKHAq8oGO3wzEicCYWYvf4FT/k/yFo\nRsxLmN+AneU+WD4cAAA618ZoraNQeOOrCS1qrfIfTU1NvHm3qZS0xqpoIDOrlbFYAuvcaL52m3jL\nDZe13U4ssGSYmSHTwIcl1/NQyjzhUuZtp9LaiAgY93ZRgX5f9j8BwAsg5txAMGrvbu4BcG5+yhg+\nj/YrgA5SianpCVflvy0rqQd1nDvkI8vg5w69gBlk0xS6pPQXsqWM5KaMhqEmq4/1XXyvpZT5NZcy\nb60X0tzrMgEicoZN7xe5+KR/zFJxItEL+CEkTRD2fJnb6enV3u4x3wNi7Re5srAjYVuV/2++25qY\nqMVJNLrxDsHUsDY4JmVW6NenonOlBgvAySHvwEVXWr/Zg0o5Um2bptMuKpcyPzu9zHOd510Zq5TQ\n5lQioCsLE7CDjg8GKMFpwQKsCE8NuhYe8wcAyrI8z/Th3umnD/uNRqbdjckdQ1YvT4hI1lX5n5qe\nWN9YfvfdtlQyjiN3Wm6AEXVjLKtNix83nHRp+W6LxxQs8cEbHIoGLGXe0sPWSn/DluJoNj36OpXd\nyBprtLm5vtvfO9n/fHx5cRNOSX01oqLK/8Lmq5X1jSVfeO05Esvdh11kbuPgmHu3fjrj2P0+yqSH\nylgDUHsp84uzK07Y6t5FrnNcDHnYHgZhB8BWKYd9hrAjkUvJaW2NPdg7OTo4uzi/+bxzZIwVA0Pe\nL0JYqvK//Wptcmo8itVQY2k13svagMh7NwLD+aXezVGpgEfQEXyaghFEDNpjGD0IUD6RUf5bCGw3\n2bYdSpmfX0dxUcq8ZcjgCpbwWVMq+XQDqmk+oM2/OeQvHC8b0O5mxN5ayrM8z/XHD/tnp1dKyb3P\nx+5iW+ccfFlLy9snocr/VqVakUokSTwU9N/hiH3L6mHp6MHg7TZ3oVViNQ1i4BY7QJBdaJBS5i29\nte6CDB9CGQkHLolkLp0y0LH60AC/M8v07c3D552jm6u7mdnJ+7tHAEAUfA3QVyBqqvK/CoBkadiC\nM51trHbGeqZL0n48YQQDa3DGEgOUMm9vOVT7H42xWijAdcM9JTDP9eH+2cXp1eNjnYhcOv9X1INM\nocr/5NQYDhjvLFEH5J2altCdbBlKNQA4NRV+bBJZJWx7iJ6Sq7Hb/4sDlDIP34TAVbaog+NHOqyB\nRUHquN3Y+5RIa0+IiIQUxtjPO4f1emqMUUptbq0IOXQVoebGR2TLJInjJK5UkvZzdX2pi8QqSpSF\nDLvhmABKvjERBI8sjHF4mRD8tgFg31Ipc6VkKGXe2cDykHfZJRxV84eouOfNYE4O0oorcE3nZ1cI\nmCTJ9MzEm282Ocg9LK8HGl7cOCkQxYoDelGshk2t6H/D6heFyIciS4Oj2y5607OUeanlfpVwvhqF\nDS2VmJoeX9tYWl1biOOulRr70uhalEAI5BL/QvS7Vq2N2jimpbxT6fTfSL0D8HqQ2yv+OhxCxP/b\neuNTKajSlEATSpnHsQqlzDnNoeVBJ7HchasAJQRr+BG7B4Y2G0pkjQVAPqXIF9sOC3l379WIYVmW\nlM9lrBCjKIUmhgZ1vJUW2iQKEZ1yDcXBDTYK0H2ZgXjATv2E12GXUubNdwxRi4Hl6/1hUeB2JLXj\nuxAeHnQ9eHBGGylx69XaxNTY2sbSu2+3pJJxNATk3aFlWwx22GfDsg/Ll13ghqJd+JII+RBUBtg6\nflQeeedS5pHsCL67kn/erGSJ9Zw8lVGZkntOSqm1jcXllfm19cW1jUUphYy6Hm7rS0QkpDs2PCxz\neHaEYS136As3PEeqtzX7rNRaf+1AC2MhAJjm6BN0K2XeMeJOwOHqMOhQkG3krroZG74B7kIUqcnp\nie3Xa5vbK5OT41EcjWzjIkKea0ABiEabAVIdW/ozukfZhrx7JUaMBIM/AzVs1Kxcq6ilq6wUCQa0\ns7g7DAe02FKcYWKNsZZkkZQDcawAqLWUuUPqi7Axmw6+BDw3yDe/DVB9rzzWQqsWJqk3TQaeOSJO\no4sjFUfqzbuN2dlJpeSwkHcgFnJpI3MVvPJcxfGQLYzwWkd9kPem+MvzqMCxhp8nImq/uCt82C6x\nOpYyJ1dXvGxc8b2YxrhaOg5/kkM6wtQWwBZiFKHF2oqrS6xvLNVqlQLyHklsEFGe67u7B7Kcv/n1\nPN/+cMOXoGGla8vKtX3Y+hF2KmUejAxrrRN1vjYqecy2SMAeMvzclNSPw2dGuIYAAFCgVHJiouYu\n3EJsrU0wAPmREgAcH5ypKFpamQuV6L8CdfAKfak017/RHJFmqRQMb/cLUKvn2KstL66aXcJSh1t/\nAgBSSlQqXMo84dQAJ6KIr10ha8loo7Uhd/MqcdjYV2YbAo20loxuwlfd/fQuAj3QGN2sW0LAOFZJ\nwscO1Ah6kAgAkYjyLNfGfHi/d7B3QpayNCMa0qoZlb4G/3ocq7iJlIKtNdDjId4C0Kz4C1nVwnNE\nQkipJJcyd/geAVlrjeUr092ZTKNDjBCL+3OHi/IRuQsK+dcyEjbEIhIRAY8zihSRFUKoSI7s8lhr\nG2l2f/v4/qfdzztH9Xrafufel6NfDVK3w6jDYZFxai9lbslzktHaam24XKg21lK44tXlcQxrtbaX\niBnhnIh7noAAhBAspAc/edxCrOOzNDvYP93bPd7bPT4/vRqtqdHoKzCWGw2RS8ZypvOAdes8eFXy\nuQZYsOZS5uQOGFOea89bxl11boKBBQAuzx2LxOKBx1iy9LykGtJQa7oUkj0mxFFRTZ1rY0yjnv30\nl0/nZ9fHh2d7u0dc9XzY1kajAYx3750PsY/bjqWXoB0EcEqp75RR4IiSWUx8IXDbK5u658sChHaI\ngAvxuEs9gYQ3b8NxRwcT+GT8ASkAK4VVir6sEsBQEejSOIFrzxP0Pn/WmRDBGJPl+u724a9//nB/\n/wREx0fn7s694V2BEejreYUtwmZAF5q8bCsjIANOTMAVwHsAeW4KsAGxPbb6IoDwaA83MdazTWwi\nqD+lx0fne7vHjw9PlSRKG9nXMduZvp6NJaUs3Z3k7Pe+Lo93CZsYq0yIvepdhZUyLkG0uMGXf3N6\nsPR8CT4dhUZcO+cTFhPiqkSP1hiRlPLh/unjL/v3d4+PD/UoUlPT43wV6GhtDks9Qjqjpf60iCXn\nCyKiUkqg8Jh7sejdlpBn2bozDg5rcClOQc04UwQ69rbUF7LGIwuW/BXXfJ6dWrJZy7Hz4YdPo4UK\nfQ1wCoE5KaUU0pc2GS60QkQqUo+P9d1Ph0IIrfX07OT65gpncPxHgBu8CYtCuAuk+e8FT/WcLSLw\nt/0WTmTLrITEnt7Et5L4FfL+g7++OvSFvOodcqBN/RlFahXYofMk+CYpnywxHLcSkZAyz/Kb6/uk\nElerldX1xfXNZeo34S9IX4axgnPE7xBN3lb5W71HSaGaQokD2ql3WM9b1h3SmlsmmXz9Eu/d9exc\n984MHmfs1pkWU897qUMIGyISQlSqiVJqaXl269XqzOzkV4PdoWs+FkBYdHaWhuPzMsgOhEIoKbEp\nfObN6u4bqFhmay3X1moXTQSuIluvvgQx1Gu/uvpwLCC1Gdi3KJtHTKPEcyj0M8ANzSIqfDSIyBEC\njdbVWmV9YzmK5Ks361uv1vhEyVC9eg71YWEcYfeVjBT+H4HI5bKhZM6U5rFr8z7W4iSWQG+qt3ay\nF2tRKE7UzldYrCg4PiYPy/d3LEqjCE171H0Yu7twVJ2FULCUH1dwbwdKlkAURpvx8erbbzYnp8ff\nfru1ur6IAJyJ+nW04ReUjZYo3Ifb+xRy1xZaEe0Rs+8HBO45k1RrTWT5UMOIjb+0cWwtz6QYvDQI\nEdXGqhtbyxubK9uvV2dmJzm2/cI9606t18q1fDyCxCJvvOa5Ro8XCNF87J8KOdGxA17C2PKV96WL\nLFo72dvIMtrw2oe+QekHb7Y7iZU2cq0NWcpzMwimZaz1hbhdT0ZBwqjoBhRuILFCzNIcAC2Rzs0g\nNjwRCCniJJqZnfz+D69XVheq1SSKo5dn+e7UdL6gALr9JXKBhpwpBIA0zQCI75DHKpSFcIhBk4Mq\nm4HT4kefLYMQSkhYLKV+Y8nz7N5DB1lBOBsQ1JZ3wwjCHsjS3AWCLFQqHa4FaCZXQAWKNkcxtIM2\nbNe/RJCmmZDCaGutiSuDJOsRnxir1Srf//E1J6VFsfpqIBa0IO/ByH1uqy7byd7e3ANhrVYhQy0Z\nJB4j7dwANZFvtYgLNb+t3xK6pGbXtUJYtQ/UaGutvbt9qD+lExNjfGS0f+O++ZGB+3bHImwX9ieu\nLm8BsFZLBrlXhyWWECJOos2tFb7sLqQ6fh1qVYXaa42RiafVGANEh/tnF+fXAB0KaTJG5VReM39R\nkFXelWN+6sFYPZayMM99C51uwXTcpvMcAM5Pr/Y/Hxtj8lz3PoJMFILHDn8aIa+BQo1W1xM3h0II\nAGRcd//z8enJBRHkuR5s46OUolKJp6YnqtUKd+krCizPWEE4cPG40Llhm2MmsJayNM+yfOfDwdHB\nmTUmz3P0IWQAj0VYX8u1qbh5cNACQu4lAXe2Se4BQr/kKe+cAiNq7rLgcCc0+ro3AABplutcH3w+\n/fDzXppmWZYTFZUNu4y47HBynYuhPQzrT/cHhDUox7SRZVn+/sfd/d0TY2yWZjCQZWJRiCSJAWVS\niZVSACOeHhuNmi4QMNZwmtJzWmRLJU2z2+v7zztHh/unDw91o00rl1JQIrZkYbgWuBGfzM7H/Qp8\ntWWZe89ywL+8OHEXujbfCQ0AroTQ3d3j3u7xzseD66vbLM177/K2njxTYhVV6bkRa0ya5ldXdx/e\n733eOby/fxykCBunMCCAVBLI8Lmjr5PUEKhsvJPRpv1gwrByi4O8WZbvfz45Ob5o1NPT08vJqbEW\nGwv8hJK1fCypeC85RVnKRne1uzvaf303ouMddx5VuKt10BIACpdQzqxMRHzB7ONTff/zycLS3LAG\n0/NsLAp6MIoUWcpzned699Ph4cFZvZ4eH55PTm4NtCDkVKoxxmE0NEzi07OJVxQAwFqrM23L7n05\nUjUYIaLWWue68ZS+/+nzzfXd+fn14f6plIIt+nBhhBNL1vozfc4DDJaVMVYXieSopDu02QTXY/FP\nD9GChXWF/lJolFIIl5zu8mfyXBtjP/1ycHx0fnfz8OnDgdEG3SUf/bd7kItDMRY1Icru4jROfE3T\nrP6UNhrpX//tw9XFzdnJ5f7uER9N6+9glSBWz+pfURF6iUVEwMng5R436YmByRibZvnN9f3HX/af\nHuuIeHV5yz6+5yv3SutDKNISILiYIAIZd+SB9aTnA4kCW3oI6Jmq+25EX5mXCFGgVN6wkmABBCJp\ny93SuX56qH/6eHBxcTM5OXZ6csnOlDU9tE+A0DyU0bMYbju1er/Ic2ga9bTeSNM0v7q8/fnHnYeH\nJyHExfm1S9YbVK0xlENEX5mvvCq01mrtSnCXSQx8A2ogRKw/NY4Oz85OLp+eGtVaJaBW7WRdbpRF\ngXx5u/Oz/Lks9N2QQtguYmMQiJxv2Sv8QQAAUEBsbltrhUCjzenJ5fHh+f3dY6026P1pL08EiHh+\ndm2M0dbufjo8Pjx/fKiPj9dgSM8uwK1fn5zE4kq9LdWnENFdzD0wEZGK5OPD0+6nwzTN609ppZrM\nzE5mma7WeNewWvGXchNyeE4IBMFIptOLZJ2WQESlpJSCrG0O9zqZ2g4ClSnkGwMKNmP57xKdbjXG\nBZ0s2c87R/f3D2kjA6DFpTn017h3ax894FTuDwyFJ5cAC0QkS5o0Au58PKjWKipWP/75Y72e1p/S\nSrUyvzhrS8eB+rdNbsa/pj/I5CSWMUYb4xfeEeJwN7ADM5ZS9Xp6dHgeRRIIZuemV9cXda6tn7gm\nMws47qulFAhotDXakA8/IyAgCSGUVCgRw0EWn7TETBMq0nYmRODbABxrOcZCzgIwFgWiRSkFEBwf\nnFlrhRSVavLqzZqUkqwRquclH83xiU5AW985C6oQrbV5lltjf/5xd3F5bmpm4tOH/ShSgDC/OLO5\nvcomqcCBTu/wnHx1pgIoq8KOKMMIxUdRIMMNcRyNT9RW1hYWl2ZZFjZHCwvIyhgiAInCWms062P/\nfW9xj2bwuS75e3vKF2kyX1q2opCvcIIsy5WS4xO1peW59c2lKBquouuoa1iSuAR5ll9e3O58PEiz\nPNf68aGeJPHk5Pj6xtLK2gJ/57dQ/6c3KWAQvFMeXAEhDkFojFFKTk6Nnx1fLq3Mr28sjY3XfHyu\neEXIevfnZAiAjDHGGh/A48u3hFRSSOFihZ2wx7499NUbmk7Ps8oSgqR05Y0QcXpmQik5Ozu1/WZt\nano8iqOeyCv5SGO5M6OsOutBTpTNc/3x/d7pyaU2BhGmZybz/Gp1fXH79drERG20PJGvT36dPJbj\nvCwAcBl+w8kJRNCZrtaSza3lOIm2X62tbSwpKZI44nYLv9dzFScwGD47askZHL41KYWSzo8T/lhc\n2f9nTNJ7Pp27JAQKIYVoQkXBARCCywOTtVKIzVer1VplaXnu3TebKlKxLyHUbQZC4B5C/Bm6HO3o\n+LiLaLnOG2201o8P9b/8+8f724eTo4vry7u332xWqsmbbzY2t1eklHESQffB/nbI41htWNWweIx/\nCrU2Y7Xq1qvVmbmprder8wszKNAXO2wP3YdzDS65pWTiAXL4JSQJdmHxvtXCwxHnJrjd4wJSSqkk\nAahIbW6vLizOrm0sbWwuSylUpHqcRW4BCooeDjNtREU7xpg0Tc/Prj++33t8bDw+PFlj3363Nb8w\n/fbd5vLKPPIVuF/fFB+eCuS9vbcjDyCpJovLc5tbK6vrixMTNSmlUgqwQy5D05r5EzzgQVlvG4ke\nS4UD1BzEIrWmw0eOBMZJPDM7uf16bWpqYnJ6Iknivkni7X70sJNG3s/NcwNEDw/1nU+HZ2dXeaZr\nY8n07MTyyvyrN+sb28uTU2NSitIVFb9pcnCD13vur2RLod3hQgEklYwiNT4x9u67rYWFmSiOopjL\nckAokcrxFfcA6xFfzYHKix1MI9e3JgS8SITpdrAQ3LsKUeJOSDd9QQhhrGEtg4iv3qwnSSQkVmsV\nFNhD5zCqbG1QhcMxFvkIKWfd5HlORNdXd+9/3M0aeaORTs9Obm2vjo1Vf/i7N0vLc3EcRV8xaf2Z\n5CQW+nkJ+49Nk2GbIyKlpJAyjuPXbzc4e78svVscGj+5IBiaB/9yL6vCrYaIaIHatZI3xXvI16bF\nbtf4nFCjlIriyBgzvzjD4R0ugt0bBLLNdxoIHBadKYwBrY3J9dnJ5aePB4AgpFjfWH71dj2K1bvv\ntqrVBBFU9FWT9Z5DL3/Enk2ZOFaLS3N8JbMQAoiEAEsDBSOEu9AVh62sNzIFK55ToFyuwQAr2JRH\nBaP4g4E1EfHu9uFw//Tq4sZampmd2n69xtXSFpfn8iwnAkT8XehBYMbCgKS1Yn0j+M0AREJgnER8\nV7mzu1mdORiTiqwsDw032ewChWC0XXlFCE2x52GoEJZdnych0Bqw1kaRuji/llKsrs3r3Egle4ht\nKpneEICG4Sx3BonJEiklLy5uDj6fGGOssVuvVrZfr46NVa2l2lg1/YpHAl+EBECIooaIbonDEIdM\nD0MO8EWRAgAVKcZd2DpuJihpvqLgCzotLKTi+6eEWy7PjR4TcSa7t9D6d7LHPkGBRDZLM2vNzof9\nk8NzIEzTjHqXVmfUo+QU9n1Ry2vLpYSjSN1c31+eX1erFRWpb77bXttYEkKMT9QAMIqUUr8bPQhf\nQhXyPAuBfHcNuquzhXf0+kAwZau9XBaboGsk+yU6DZz1enV5t/PpcHp64v72YWp6/Mu8rPxellgs\n5gVnX9VqlbHx2ut3G3Pz04iYJLE1xUx+8S69EJUE7AuBI26qCmuq8MqaIaSWlCH+i4u9sKEmmw/m\nN2NG/OQLdBgROcMxz/TOx4Ozk8uTo4ujw/NnZtIORCVNaoyt1SrjE7U4jl6/XV/fWK6NVaNIAYqS\nK/27YqxwkWpYQhz1bgVy1fMAoOnOsABf+9eEnwERwsEGRJAFZ7WYeS4Nvsl19Fj3KOagJ0TQ2mit\nn54aP/3l08P94+3N3eHBaf+tRq0GvjuqPSB53J3TiHWu5+anV9cWqtXkh797s7A4o5Tk+9zCTD5n\nmF+ZegGkIxN5XMB5656sdRMkBFjrmdhzCNngnfmSw9jULwf5lF6EYtj73zoSElGaZhcXN58+HDw9\nNpSSd3cP3rB+ZuM9qUlimbn56c1Xqzc3j+++2x6fGAMCqWQoT/8l+/Hy9KUq+jm7tvA3ERF95i3/\nBZyWBK8cm45ndWAXotb5xaEvFuzcVSHF42Pj887R1eXt40N9cmo8iqJBilk+n0pOJY5P1NbWl+7v\n6iy3sHChm3fY74FKEgsAmrINmRVoOOSdghcegrHstiFfycyn9IiQyKI7iYyIwPU2AUEIoaSULZeO\n+CSblhCKECikfCZnEVEURU8P9U8fDoyhtJHVxqqLy3PG2N4nW5qCAKEPQ02VwxqACKJYWUMLS7NC\nysnp8aQSSX8P3u+LpZiacKzn7M8yGlBuJwQ6pBTWSiF8dIYseN5DBEQhJAAAOpudtWMpEyKUMyjF\nBrjZ5zOWVDJNs7OTyySJVKQWFmfWNxYHOhTuBQ4WcM0QFG4LJoAoUpnNp2cm5xZmKpVYSqmk5O03\n8tB+RfoyqrBlOXzqplIeSAS01vjPfEAJBBZpCAPNpkB8EWgefepsFEUzM5NrG0uclPH8lvtS8D2l\nlEKY8Yna1MwkH8gGZ3d+hV68PAkIVk6Thdjy6yDk9h6f3yp/EIx3f1JUKOWSYTgXigWUVIJz29uj\nucUNKd4RC45lyzdHIETQWsdxtLA4K5VcWV9c31yuVJNBElSaAJAiVN5/3vgpd0+i74aKZLVWGR+v\nJpX468Syvhz5BHAEcOffA9ZM5GrODLRs5Ms6+goZBY8iuqslAzQlpFDK/SAdM/EflZSyUCqFQ9gE\nkGJhtnvo4hmEiHme12qV12/Wq7Vk+/XqytoCouh/YW5JLYNHUwaEG8IutH7OiSCKVJwoREySWEgB\no16p+lugoAqd7f6ctqhE5b+XUTIu3mLJKqXIaraoLAGAZT7rNpNlceXbfK6sCk1ZY6tjlc1Xq/ML\n01uvVucXphEhjvvfxNym84eglrkiIpbnWmspJfwOIYYylRjr2UUEracO7SAIKUyupVJSYL2hpRQs\nnIQQIBHRF8CFzuvjsgDId/Z5ldDbKYnjufnpze2V1fXF2lhVSjFCriYGV3gAsqY8VwgAXK2EFQV5\nz3o06riUX9MP4CB0cULZRw+ClB+U1YiKy5XLGzGMRSDmuda59sXNXGFSBHD3uaHoqNd4im2Js0JN\no45nK4YiIiILQgqhRKUSb71anZwaJ75iTsm+mtANEQlDsmHPrMPSe8FYwx4MESHyJDhw2H1pNDbw\nhceow38D+LnDvq1LDfqX9AqJijqy5b97VJSMsY20LhC56JRSwhgbNJqbz04LQ0Q+V9O36DMmXqTb\njFlIKVfXFy3R48NTrZoQ0cgCYxCy7s5YN6SQkg/PVIIho7Y13PRi4eCmZru02WPHj8LdHfeEj+dY\nRLy6uD05Oue/cxKzUiIUrOraqDty//IbDkqrKCTOzE7e3TxcXd4B145zX+j1VMuH1P6nLi+1pYpt\nUAp9etEy/EhK7bgbiEv/oRQj3vva513uh5aPOkusIDZ9tlMf4tksi8QQkAfnwYkszYno6OD07u5x\nfnHGaKOiCIUA4nPMWJ7l4P0BAt96YsoWCadP+G+GEg8jkANIiPheHSHE8cHZ+NTYu282szSP48hN\nQtsyu7KDvjoO+E1lrQWB2LtHCOVbg/kF5Zh9aZhDSBkKKAy/o/VRN6cvlSThbUH3Q8unyneCwH1c\nbMTB3x94sJNTCIyhp2neqKe7nw4vzm9++OObOI5UFEklGfZCFzss0itKrbtCNGW7DbEMZA0xHR0I\nwRrLlxje3T7u7R7PLkzX62m1lhRxrfZXtGp7/lsZf+hNIY7g9m5JFRYjGmpkPijHtxfZDk+7NRqm\n0R6vQyyptdZGv9K1csZYY8zpyeWnDweXFzcHeyfVapJUEt6yUkprrXBXm3YQDs5Q5+QbACFRKqmU\nVEpKKZ9lwRMhQJ7x/av66ODs5Ogi1/rq6m5uYUopCYgSOzIWGeO0DCEh337jK2/1xcuFdREG3od8\nQq4E4422+AhAXB+adFGrh3Pj0F+jh6NcgdjpZYh+1YDrBZV77Y7YN0OjAEPydVCd1raKLBRoLek8\nN8Z+/LC/++nw8eHpx798Wlqaq9aqQFZKWakmRJQkMYBon1MOLzpEFAR4L1IpKZXAZyLUSEKCsdYa\nm6X5pw/719d3Fujk6PyHP7wC5Phlp7lActmIQhCwWyc8FCz6yprS4VmBCFIJ/s8/OzpjaZ0DQJ7r\nLM3RozfWklIyiiOyNo6jPmVOBn5bnukojoQUeaaTSlzWsl5iFRKcwB//a8tj60wUUg8CW1GICQKi\nIKAszRuN7P1Pn48Oz8jSX//88e/+9K5Sq+g8j6J4cspKiVEUiQ51CcgEQ8Y6z9zHG0PXn7MBiYh0\nrtM0u7t9+OXnz4+PdSHw/ORSSFmemnYqRuu1ATt6stMw2l9q/bhcVmWRR/KcJac0zbU2T0/1xmPD\nMRaCMRDHcmy8xse75ctEITHLcmOtUjJNs6S5AH2TKsTS0UJONhjCcmyZ5VKbAJBl+dnp1e6nw+ur\nOynF3u7x0cGZVDLP8iiKGvXJmbnJSlVHAqxpEpxcPYuTwbmcHyIIIkShtNHSCDHoLSAdiS3oLMsf\n7p6OD893Px0+3D/FcVSvp8YYspq6AJXMjny3NFlyebAChXIStvdc6Vxrh+qxtAOtGXIfnatYN+VZ\nfnV1d31123hKS4xFcaxmZqdmZifGRn5B+zCI7m4fASiOI2Ns+eB4M2O5wJnmwDDXHEPon5FFVPZx\nWtWolEJrs/Px8PL8ptHIEODu9mH/8zF7RgBwdzNVHatkWZ7lGmzYtQgA1to812mWpY3cOMZCKYUx\nFoCsJSHEwGB3hwAMm1ZpI7u6uv34fu/89CrN8vmF6SiOHh/qSqlu4oOIsixv1NO0kTFj6dxw5RyT\nm+4VuVkh2DzX9adGmubGACIZYwQiAciA5o1ACECktTk6ODs6PCVT+DrGkpLy6akxOTUmmo2hUd6D\nCABaaxR4dnrZqDdevdnQWiMq4UtdKCi7YAiAmOW8fmzusN9L1C8g4AH3kPFY4A1KSWtp5+NB2siU\nkpxKcHp8SQRSySzNH+4et9+sPSRRnpkiiosAANZQlud5lqWp4WJ2iKCUlEqmjShO4meB7whkbJbn\n9af09OTy/U+f60+Nx6dGFEfjE2NXl7eWubyzOUJZbh4f61maM2NJKbJanqSR7Jd7SER5lj89NbI0\n55tYIiV0rpNG9pykBnIXypmjg9PPO4dxHPvyTK4ytLH2ux9eCSkGs3F6E6ZpZrTd3z2+vr5b31zO\n0lwpASBYDBU5is5xJ7LGPjbyLNKVShRAyd47yEusVkXIWAqHVG+u7hBxfLyGCAsLM41Genf7kFTi\n+lODrL2+usuyvNHIW0pTWmvTLNd5nmfWWsPCM+JT/ImK4uiZUR2yNk2zPDPHRxcHeyd8VieKoihS\nJ8eXaSNvv5A8jDk39umxkfnjh0KIWq0aJ6pv9Rsv7Rp5pnlypRS1sWocR+6U3Ghj8SGE68vb25uH\nWq3KCoFTJ6ylickx4AjUs2u+W2vzTN/dPu7uHF6cXf/jf/o+SeJqLQlf8KrQMxbj4zfXd9bajc0l\nkxurbH/Pq3scKkxxtZpEkZyamZidm1pfX0IBXOWCrBUCjw/Po1jluQlBGioNwOhca7JE7C5HUgqJ\nUSRVFHnJOhR5xAeArM3SXOfm+PD89uYBAJSSRPRw/5Rn+cPdYzfGIiJjqNFIs0wDESdV8xh7+/Ps\n6uhMp1mmcwMEhMDXk8Qc9h6dsdxltnluqtUkilWQWGyfvFRtLXKQtTnYP93bOb65ud/bPeZTkOE7\noSiIO8Kgcw1EJ0fnT4+NldX5NMujOFZCdDOznP/osT4qodScKyWkK1e8vrX8/qfdsYmxH/74Znp6\nwmgTxUpKyW0cHZy1ALjkXc1ca6tdNXi2Rfm+VqWElHKE+0VC+wBgjdW5SdPs8vxGKqEiNRlHQHR+\nehkn8e3NQze+Jb4qLMt1bggIAYQUcRwp1ZexnB+a58YYA15ixVHkr81+lrdGRNVaMj6xXMaTrQUh\ncGFxFgCsJdm96Fe/xp22zbLcaPPLT7sH+yfG2I+/7P/pH77xNfEBoKwKBRJBnuf1p/Rg7/T25v6P\n//BufLxqa9XeqpCaif8WmmVrTir55t3mv/73n6q16h/++DaOFfmAQJyotJH/j//217SRxUkUznc5\nXMwS1zIw7pJVAhSS/4/By5H3N1iyDsGqPzWyNJ+dm4riqDpWieLo9uZubHys/tTo9rgla7XhGubO\nXFWctDgAY1mrNV8uY4EABCgplRRcy35kxkJEHs4f/+Hd/OJso97w5QjBGIoiOTc/I6Wwtsl9G4GI\nKEvz+/un9z99Pj+7Hp+onR6Xa+IjFIwlBHh8/OL8+nD/9O724fj4YnZuaqA3dT8zzB5vHKvV9YXN\n7ZXaWHX79ZqUyGiZtZRUovu7pyhSjXrWPgB3246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      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=200x200 at 0x7FEB3E0B0110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "predicted: 0937\n",
      "expected: 0930\n"
     ]
    },
    {
     "data": {
      "image/png": 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wpUcEEaAqXFOWhvBp1B9n/MJZu27qdV1W3vkxJ5YsSQkUAiCCDBCztMMwjCE11THiqrvf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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=200x200 at 0x7FEB3E0B0A90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "predicted: 8947\n",
      "expected: 8941\n"
     ]
    },
    {
     "data": {
      "image/png": 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PYZz0iwsDzhgTPljXEJAQCK2z1tqviorIGlc7qhx6MxOXz0yzcMxQwK7v2bbO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      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=200x200 at 0x7FEB3E0B0110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "predicted: 6289\n",
      "expected: 6089\n"
     ]
    },
    {
     "data": {
      "image/png": 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5JETf3F7Ie6CZwdCnabjCHkZC5vLfox7D298PgMiEaBhHqx0+M25R+BH71924\nCNMZF8X5fSKgCipqZgSkcKW8Uw7sA6nqsy+7k2fBefKBPpZn+QG7bysUKcRINakFk9Ly6zw6pgrr\nXT31A42k+CEiIBLhXjPuyusrCCSmh/c+xArePfRp2OUcwWbwlh21C9wHzrf23pgCMYKBmvEnCOSX\ny4xjTvFKVYq4lmXotvXymiFCqYunUeVaNwfCfiu/aaqVxaBaWzZVS5j5AbY7e8JJz56HGsnx3dSJ\nT7P7ghtVm0YpMUQ9MULy4AMy3wL9qVpdV6/yBZDQudo1cGxmkCaNk3ywEHHTpjENu5RGrVshAAB4\nT8tVWCzDfSMV5qb1T8I4ypHMcpac9QqrYtYdefjBVaHk3VcPDqUEdfP1WN0IjuG3fRByvzEjMS5O\n3PrM3wG+fh6707EK53XYxhTVAPe4rfPoG3ae6x5YVyaAucCpAjnZMbmbGdkz80zbnU3nQpvmiho/\nxMpTPvZp3GWJICUrBAQA3/DqpGk7z/dA3hVI/SSvmhfmwjWEPVkFa73LHpLAV1TACpUFVO2w6aGZ\nGhjcLriGUCjLCHPVGY8O+qHbyIylmHOXjs1nsXu2QlOxYZdSVJg79dihDxga5qJlfXQNZpCjFh0C\nMAM7nDQ78p6KusFxIGVmIpiTxUnbbDf3yttPywAR4pSnSUzQ9qqbaD7wYh1C4+lusgoAXHvKP9pU\njajUlupPEAHZSgpcV8QPXVEh00Kp0iggYYm9rQCHNw+BFY7KqYA1wAg4Fx4+WHlVrQGAGZTW1l9i\nH4QPb4Ulnd6/mqBU325iasWdLt/G3UUqgf/Ru8gH5268qVxSTjrtcs4PRr4LDGblKT8iziM4T03r\nb/mkX8zI7UWL5p8wfLqWNRSC1x23pLhsmnTcKuiNmsG9l64C5AgANOtjscNH2e1nUUlkqjmVli8A\nqHSUtnOh8UWYFeAQsmg2U/jp2/79TxPYFdoCM4XGuUB4dTe0uSSyu0zyIfRlf2pqqmrsGBHlKL5B\nAvboPDtHn9mxjqryRz8CgyIyc5TrGjCDe6BswBUVOJy3RtgH4Ae0dP+OWc0WEIeNXr7NUHkN5Vsw\nUYNZhu76p81ln/KPypb5xezoCzjiqZmZShVbK6BRcQhiazrvj7DHcsZqlqLGUX74h93r74ecraxz\n5SXMFBofGr4m8lzW+Vgda+ZU3etgZqCiOQkzEVLOc4EXgRjYVebqMRHzU83qn5tgJZbomvauYADG\nDh6abB6nLAbH4IBZQV8K9/36u1JUiXb5Ts5/TpKt0Byxhham2WoEdttZ5FkOXj559sT9duRYePRf\ngJwtJbEaoNZfIUEI7P0VXNQMTCFFvXgbf/52ePPduL1Ix1shInrPoXHkbvm6c9SH4MV7U7UUc7nl\nV+jIs4wM3tYV8/E2H+kWaZp9Dnj8M7yF4P9BuyXQuav6LCDZdpf5/Oe0eS9xmLMeBADQbHHUnG7P\nhMpGtDlP/WUuMNijT/TBdt2x9rdJRKcx73mJMPe9sKNjHjdiHUWRo/7wT7vz19PbH8Z3P4zHB5zJ\n3c6568S3ihdHuR8vPjYVncY8TVnF9uePaESG/ICk6JGGhGVnYcbytBwYhXN36MG3cK7uPMCK/nZ5\nLA/cIQMAIMJ9OeFwJljpyKb25ofx/U9x3MnuUswMyUoAL2JFDun6VRS3EwODN98P529iIaD+Em0U\nxeayA8DxLUEAyTIOSUX3NWOkstEAER6CGATNlrONQ/7zv9v2l3lzHt/+MO6HHdTtgjE0jh0CHnDk\ncqdmjoPZvrnsPsMi1tBvx5yUgKBWMA3ZiI5Wi8+3Zkmukvcpahn5eRgVp7Wtvn4mmWlR9K+/v+ew\nqlYg6NKev99NAaA2ptBcPJg3DVXISXOyH/9peP/TJAl2lxkAiGrFQ7NuL1KarkvnlAp0abj44R93\nb38YihYwPAD6+jg7av0GOMiPYKWTSy3mzLD7DBkc7zVmkCa5fBt//FM/DhJH7beZDjhWRZDZ7aEs\nOHpvDTwLbPMQK9zDfhdzkn3NpIhBFknwz26mEAfpL3Oa9Bot8bpEL4I8eIsxsxRl6vM0qshxVQgK\n7cL5uXn16KJy0v4y/fznfvM+FbYcotVeFQTJNmzzzdbzsgnmqNuL9OMf+9ffDsNOHpwwfYyV0kf9\nguloJIGq5ax6VAdDBLrZIWhAhNMgP387bN6nsRckvEZHrI54W0Qyv+IRO5iqpZRjTMcIBVKt2n5e\nLHlfRZgGefP9mAoCrEeokcGeXFCsjqN62OXESbaXcdim4xATCQCx6XzT1k6KfaEMEXK2N9+N52+m\nsc9l2krhQeAcY6VRc76KmpbRWmopammjePvD+P7n6ZNuzYeshrulkQhmAVIAUFFTyxFMsFKFyJyH\na/RwszpX7ac/DqqQJu2W/ORlU7bzQyRGaKY1l8TDhjsf5QFfxBytz2M4VbTsQ/vgD9jVqVKfrZkJ\nMSczhe15/vbfb+NYO72K+6rO2aLhPN6kUnoOJ3D3iZjB1OfLt+P2PBUEoRZXGQlxuQ7t0u8zp5J4\nEqOK/finfuzL1dvyhEuAVXjMIiZSoJ9DkokIpbYRJ/3z32135+niTXzz/fgL8RqK1fVHxeIoUy9x\nUqvKl2ZWKH6H82O/DycPWBQzlpSwdL+cPm9efNXt7+3M4kKDqqZ//WZf70+530zV1NTATNUqOGjo\nwIWyd3xWBMtMksZRijTN7iKlWJvNStBd/rtHMvd9s3bj2bnV4iiX76YyZ2+vF1eG56xOQ9u5+Szq\n6wtx6vxNNDUX0AVcnTlkMCwZcYUeVE2v+osqpKhFuWnsZehl8y6WlvdfyGZQH2Ea9Pz1lKMWujBo\nXdWPrgquRMd7m0+OPa3O/POv2pNnt0zdQLwbFKZHeNbe7AiaJgIfyAf3ef2qVDB3lwdpmmkQPHqy\nNMO14vGj8qw0yW4z89ZnI0ft0i1OQmnPP+gfH90iJGgWtDrjbsmlrATXGItXN+i6m/8wvv95Gnv5\njLPW77KK7oPhsfyIZjUDSVYqVrAvryLQVc2JAje4QKfPAhO8+E338usutMRXJVYRgInpVoI8VgrX\nwxct2AOW9Y4bMYTONa3/XDFWwRRyMjB499N0RZrGYVk1AUASiBwCR9tHXR+8BlNVS1GmIaepZIX1\nCMy4PAvd0iEiGBaFfTMgqgLuZ88De+rW/OSLwL7ykRDqGMRKz5xFwgHmMbC9/PjHPkWbRg0tnzzx\n+mCI5yOMACAn28uPlC7hMpwiRzMrhLxKoysd0ldKG4iStV3wF990TcdffrN49mWLiGXEnu11eRGd\nK2xdg2vyAh+ORq7b7FlYTw+BGJrWNe2dDekfZ0VT7+fvhp/+PIjYXprGtMQKWukueDir+q8P1p7V\nJGtKUrCGo/IGOIfrMx9aVoGcrYxOVbPyDCPjF79bLFZu9cQ9/TJAkUzCuUBUWlTEtNIzAYqzOoqD\nvv1hZIcAtn7qn/+m030t6BewsjNbf0V+RADAFCQdfds4d59e4w0gqELT8Yuvu7MX4eVvu5MnAQCu\nKRPhXnLzNnv0Y3PIxQ6raQgc7lY5+zhTte1FevPdePF2uiZNU8hYtz70D+NoWE65crmuLnLkcLH2\npfyVJt28SwU/g0JJcPj8N+2Tl83ZC79+wkeJ9ixgpJaipqvge6FwpUl9oG7lnn3RPnl5uxjz57IK\nN5y/nn46yI8IMaqAHAVYgEBEzjHz9UUBEX3DJ0/DV39YPvuiLQNOr7VZIt7d1FsaA2fI4z6by3Yq\nUDXWKk4NhaR6AH7uNcTDn3tfB4jw9ofx3U9jHK5I0xSAJk5ZTa9Qe+2hJZ1SmMrp0EK9Pzdmahoi\nRCIctvmnP/WF6FaUS5yn5Yl/9bvF01fBN1jrkmW1RCuONe7yNMqhfo2VLbM8cUT49FXz8uuuW7pP\nJNDebzVJe/3tQX5k7DMRiGgVArGy2wARhsDM1yNtcugctgv39b9crZ/4olRzRHoq0PsxknVcRgQr\nYYGa6L0zZ3GGjRQkm+YDI5kYiZG5RBt05wK4P6MHhEF7YuPbH8bdRTqWpsmpqmjEKQEKMRxhWVjI\nWPctwmWJUpimFKPsE0kE2Mv4EFfM4vJd/PbvtmOfJVsZbug8sacvf989fRnMzHmco4F5R1boN3nc\nZTh0h6NkK7uKD/TFN8vnX3VEdWDdLwU3lHzh5z/3e/mRnNSgzLq5umIx+upYR3fJKtvVBXr1u0W3\ncnacyOzfXd3qFuIaGIhomVz3wRVrnm9rko4ci7B0xVANAe94+40y5QfvKRL2myzZbkjTIACIKLIR\nH6UyAIgzqHXnQWv8ECfJUUpH5MzGsKIXVypd0yDvfhy+/8fd5buYJjE1ImSPRPj8q3b91Ovcj2n7\n2iWAqpURYrZ3GgQRaxfui28W6yf+i98tzp4HQLhZuv2MRkhY4LJSvPQNIWHOmuVq8QJLSu9u7jU4\nC5qvn/rQ3sEJLtElXW+0L6bZxiGlB8wTMLOcNSfTuesLyl4cnA90HMPefg5HIbbZIV6+++PgFmma\n+S1VVP1K61E9+r5QfftpIJhBipLitd3fEA2xko4u38ef/jScv45FxapyNwiIcXnquqWrd3Vmeewd\nKw6Sol7BaRFCS2cvmpe/7Z5/1XZrR4z4ueUhj42I4O0P4+Wx/EhLZdDNcf0O0chBada7dsfMgBB9\nQz6Qb/hW5ZYqqkVXBgiaARgigIjuymC0D12pquYsc3N2OQogYmhdFWW8xzmt0rlEtGD3OeueYnD9\nhLEEc1Waplu5vTRN0b8r3lyga6R9HgGzIi2U4Wa3X5Ht+f52xP80QEAGZMjZzODtD+MP/9RPg/z4\nx2HsxTkqeLoP5AOV2S1WGsX2FWurpZucrLBOyqFL8XGxdr/9l6vTZ6Hspx+4159mDgk379I0SujI\nB/rim0W7dNMYc77S3oBY9E+u10Sh1E+wjKoGdjeII3MOVQELvmXFEtFhG3P80DgbnHOxbJpRD3sZ\nhoad5xoH31NFUZMsWob6qiEBAhsi35ZYlOLMrdI0pemqaT0RmRnOY1tL8iW5+K4x3qUoZKqaI+QI\nNmswAQKQlVK6isZRXn87vPl+9C1fvI05KjPmrEDIHlMqhRAyy8SEhMSoitWhFXPUNIl3yA7AgBmN\nwQf66q+Wher+S6j4HVstGhzLj4SWLi8l57Im7Nd9IAK7dUGY1+E6kPzuXaAwxG+aZp2mB9HeC/xT\nawNHn7IP/oixKAffehpFqC1OolqiGVRVdo7vnrt8U5oGCUyACH2YyfVXnScnnabcLZTvY36D5Oti\n90RQpnUawuXb9Pq7cXuRTvY7wP5vqi0F5cOJIHQOQKdU6TFgVQNnXxQqe4ULtFi7QqpBvHd1/2Rz\nprZ64tsF54xFfoQdlslHxyx9QkCCnLPp7XKdBzgerytC7Td7JLg5OdcMREyylrI33IsXmM07V12u\nKo5V9JRUjBBitoJ37EMo0VKoBMkap7zdRMnqG/SBphG7BbjSdAR2rdR4qzTNTNRBLiOWrsbqBpii\n9JtptW6d3xPS6mJWC/xZVTRPIGlOKAuP0gEHY2/s8PUfx/M3U6GCnT4LPpBkg6MNY19ZQoLFyovI\n1GciLCBR7GXYyMlZkUMBM0DC0FCz4FLsvucmfxZzqvDsy/bseRgHKfIjiABmBTuBmuLUpUiymN2p\ny3tYrm68Yq6/WEl9jt+iVilNqla3lfuX6FK6AAQ7jvasfAcpaJoUmVwJaWfNnMJYjFMe+7S9HFPS\nbklBCnbARaQU8bCglvfeKk1zQKuxwMUHXywnHifZXkxnz3IIDDDLBRYtDDExk6hp0hxBM8KeSUnA\nHn1bJx68/3k77CQ0SASvvunaJUu2fdNABWlLRyXCch1ylt2FiKuw9tjnflMJwOVLQaz9XjW6+iX3\nQSgrVpnMudvkl7/tfKDyzV7nTZdywd3ye9eAvhu/LSvNnVxsxPKqD5wuIhLdkvjlJCIaB5WYiNC3\ndMwyKJS6HHWa0tjH3SbmJACcM6dowfsSonl/vR/qLmkaonpHSpfOlS/JMEXrN2noU9OyR1e1Scp5\nZk0xx6mMZL8eWZAD32JomR2mqKbWLHj9xL/8ums6VjVGvALTz0lx23k18m3Mk5aPiqNOfW0x328m\nSKB5Xzn4wK3+RHNm0HT88uvF0EuRHwEQySDJrjesge2X31uSHbtzuYIKE+Sc9K59fV+WuM+s6N9V\nHurxljsNOWeJEXYX04uvupk1VcM+VRt7GbYxpjQOcexTFkXWOKmK9U10ntpFcDek0j4oTVNQ2eMH\nwhRStHEnu83ULVxRGQXA0uick/TbaRp1ey5p0itkbARmaDpuF44IFysXGtLMX/xucfIs+OZGA8tc\nhyCkMv9ysXTTJgGaGaSoaZJSiq6iyFj3B9yjIr/kfujKVvfiN23O5gL5QCmpZCsjuw4JS72PRW/o\ntjAL4fiV10zNUpI0qcrtr3jg84OE8wiMCgeV/K7fpWnI/YX8+A/D+olvVw5J2aFIZS/223TxdhDN\nKcU4iJpOaCZGDneXkRCIoO38ftXEeQm9Q5oGyz8LSn58gpotR4iTbS+m1dqHhp0qlITOYBzT5mKc\ner18Z2U4uc1ZBqIVreVu4QHg2ZfN+kkgxt/+q1XbOeeqPNr+9tnsXgVr6FZ+eRLOf05QUxyo5e1s\nFA5RYI0If2GvgpIVmsHZi6bsL8QIqSQseLy6lGsobaIf8TGmlnPO8YamCgBUyLDiQPcbEbHja834\nBWveXMTzH+z7f9z95q+XyxPvgwMAyZazxkF2l+ny/WQoqjlPZgRxsBwlNNRjIrJ24WymmuyPfqs0\nzfFHXy84ln75DDnZsI1DnxYnIZgr3b+SbOjTbjMNG92d43VmOgI7aFrXdt6Enn7ZPvui9Q19+ftl\nGebAjHqUFZnCrNJDANi0vFj5gm4U8rRkjaPmpfGxChA8+CH+NHMAgASLE4+EadKyH5uCKe4nacHh\n4fhIgRIz04KY3zGJ4oEHLRIj7up0WkmWor7/eXr9rZy/jq+/HZ++6lZn9RYP29Rv8u4yDrtkKIVv\njQSKkKaivpHZWUrZ1FQUj+WZrI6HNShoyy3XVSKEA4SmCFYyiTyNqTD4Cut07FO/nYY+7S513JGk\n4yQGAW1PVzQh5/j5V2275JISFjLclY+eHauknc6zD3w80SlHHbZ5eXrUl31UoPulzQEUBbqan5eP\nNwVVBKsiMwZFwJcM8CPW0hK5F7VMvTr0pnaR22HNuvsgUBBmJHShnG2pZljOKsnefDf++Mc0Dfrj\nn/rf/81JpeNl212ki3fT7jLFSQxEM1mu5Q/JEAFI1DeWo0rWROL8keDxvL/femYlhjMFJAMENBIx\nwtJTKpIpTbmMSFVRM9hcTtvzadxJfyk5OhPSudZADMToAvrAzhF5zgle/KZdPwuhZR+IrgkDW1Fh\nrbFK0Txnh8yHolWadHeRnrxq6oX8kqjVTXNmwLNEbZUf0cqhO6xYe1YdQK0kP2Y5tTqdtTZbAuBV\nEhPCcb/1PYeefY9dxfdKVCpZU4Q3301vvk/dIpy/iSkKMRbl3O1Fungz9X3WbKqQI6DNTAmANAEp\n5MlS1BTFKpPsEDcdWBpXi3pQMUY1MyLTudFDEwAaOFUjETMtOWk2w+3FeHk+jVuZeit1gz3yR7OM\nj/NETN6zZH3yslHFMucCjmGOcgZaFGkAwPaZMh2R/lLU/jJf6fH65ReqvdWtUOu426PfXHNwBVAC\nICK6B1u/y1QLT/LOLPdRKPD1TcFg2Oj5z3F7noN3YDWwBSsSX3l3mVIWRFABTYQzBQcJVBUQcoI0\n6TQlIDN9hFhM+V6P237TpCLatWZankEsjXRp0mEXt+dp2oEkpKv3kAiajrqld85BJUXq8tQjkSS5\nPfqYlXb2FOT9sKNiRfZdHy7j81nNwb56WhtHa23YrLCwDGuAhQUsrSDyY7zfZr14OS4/HqZUoJmZ\noBkamJaH9A6rfK6ZwVQ2ZES8fJd3l5KTpqTrp955TFFUICUdB5kGUVNmVEEVoNntrHYOYY4w9TL0\nsUw7sz3P//7rqrS+A8MOAKZBDHJzipKNkAFrGWPzfhyHtD3P/Tl0rQcuRAYAwEKVWazd6qQJoQiu\nlIF4gIQRb6FgWIlNyiXoAd8HACJQhMJaK4MqbA8x/Ip26Mbanz3O9x2ustNN6XGdWod3WuH11mUZ\ni9ZAjV0K9Ki5zBO4k0V6ZRMQm/P0Ota734pkKxMlX/22dQ2OuxynHEdJkxT0RBJoJlBURdN5r1cw\nRUk49tJvpxhz0dh5UJuBATGiqyUHERO1fpu3F0mi5ahIZHXKlZy/Hcdd3ryXize5tGDMFSlDAg6w\nOvWrk6ZO6zRwrhLBb6XjzV8Q1P1XapGkiLYX6E5rd1q5lLlK8aukhHBFu2GuY1SOy9XXlSvBuZTw\nKCsXn6KWlLB2Ld/I0quQ7gMOvs8A6iNBAGbE2Czc+ol//puWPfS7WCaCSJpri/s89wpyjWCoCadB\nh12KU05JCuHlIVY0wMt6b2Zp1H6bd5s89iYJwDAnGfs09Wl7Me0u8u5ct+cSxyPMHQEd+ADd2nWr\nUND/wrwo9+0usvXhIsxSypKFHfrAVLk8VzH3wxk/6Lo+3fa1scOpABRWLhyH6AWDKJyyR9EtSvNr\nUdQoogbExt5q/jxD+SpwhQN+3xFn3PnI2jX7hroFv/rdYn3mzXTYxs351G9SLiKlxasU4fiy9o4l\nGEcbdtJvc5xyznL/CNwZRK3NS4RVQbTf5mEn06C7c5GMOeqwS7vLuNvGcScXb/LuQqZed5tcxEUA\nAAjYWbPAdsFNwwUptCPk6c4N+WjRilNKMTtP3apOZtxTTorNR6ts/V+UMFPsIBpzwG6snEEtPBvU\nrL50tJcqwcPBrOJVIpCjagYzJAcuWNUXmaF9VZiGlKY752IenEHrPTUDKK10YGcv3OKEl6f+t/9q\nFVrOKffb6eLdsL2IVX7C9qjP1ae2YCsZcrSp191lGvqYk3x4qH1Rnp0HDpaGsN1FmnrJ0bbnohmn\nIW/Pp8153F3EabD3P+XdRc5J+02dUlLGx/kG2xU1LRcW4ZUJyHd7lR0pj45DilMKLS9PrypGHz2B\nNTfXqiP8S/MbrmRA+9I9Yo2EjsclVNl30aps+2AT0RxlrzhNDlxbv+Z9OVLVpkGKNPc9ZvNyVd2r\neCXByRPXb3xw7Ze/X7LDqc99H3fvZdiCZDuo6MDVfXxeL01BMqbR+m3ud3l9Ku3iQ1dVBSOQmRGz\nqqUJdpcSR/ENxgFUcOyziKjCOORxq5u3edqp8xwntZkMwg58C4tVnSu+JwbeAXMc34t9iR3ilHPM\nbt0tlo658llxbgjdv15EVdHM+FaG+Ge1q44FIGVubykIEsBRBUZVxyGl1ITmEY5VUMRplP3cFCTw\nDYCCZtBUX2Zqcawc8NtrkVAe0/LiK7ebGLsVPfuy6dru9HlA1Jx07FO/lTigCs0XZwAVZQA7/lmN\nwMqiNWxznD6UomPNRkPjnGfAbGBDL9MgOZnzSESWYeolJTDDoZfNuQxbTdFc0ZKcHwkOEFpsl97d\n5ArfXF9vMzNLSSQrM4aW6WjFOmyps6ZDipmZHjiZ7FPs4FgFI80zCV9EoAyCM9yz5PpNypPC6hHO\njogiOvbJ5lGaxOgbIIA84L5HSdWmQeNYmOJ4i2NVzrOZgeQCs9VxWc4jO3z+VXt6umhaLvXBaZA4\nSp7IpAAlxVvLLmCAMEuo1QKDieWINMKw1ThqVTe4sVrgIVVGAAiNd44BDVB3myRV5gW7pVOBsVf2\nAIDT1i7fzkM0ELtlGcdn5Mw30C6pWwYfGPZVjcMn3HFXoaAzaIZFua48MKUTDhABDcyk+JMYQCXf\n7i5jt/RN537pIOvKimUGOWqcJI6ianC1bULEhl1M8Q5+wq1mJQ/XOEqpEQEYMbhATDDOIBoAmFqe\nME0mWdXjTdEY3OcBWkfGI1beTBnW/eRl8+xFhwjI87iiBCIAYvulDhCqVKkBEAAB7McEKdZIa6dp\nnIH52y4I5rqXGZQO3hI2TJPA3Iu2WDswSBOoAhGkEYaNlJK297Q8cUhgaOQgtNgtXduFm9L5D7zD\nqmq2n/s7g+9gZiBiheNgBmoWR9ldRud+SbXk2a43CZrB5n3aXaabqYNmm4bHCLLPx4TqEyXgBWJw\nDlxzRQ/dFCRDnDSnfIMHdnQOqllEr0bWiMBM67OwfuLnl4FkKwJDelUJnRwAKZAiX1dSL1F8GiGX\nDfouxzq6rprYlu4jrA2l3dK1C0YEzfs/aIJE4Dw1C24WczmS1AVsFz6ET9Om35/W1VunWaedlK8s\nRx12eXiUpP4n2F4cFsDKl2GvvxvPX0eYoeR65lbnVqrcSSK9aSWXhNLjoGAGRMAOyCG7igAdHR/i\nJNOU7zw+goimlCtgvg++FVygdsGhqRFGFRLXUj8oEFzNSHxjxEBs5O0KAd/QFDVjmqzI7OhNouO8\nZIpoicpTzCJKBMjQdkyETculEx+xHlAzmmJoGAmbllcnzgUsI2eJIDTULb3ztzYK3X9zb/n3DLrO\ntyvb9n0NGWOvu/MYBykL2C+NxR8ca9Zq1x//2L/9cbQjHRyozPEK2X2wz3Nvc0e1MVPpo0cyYiCy\nApMW6BnKaqEQxzwN+Z66oYqmmA4PJiIYqBg7IiIDIAapo/AAZlYJzMgcewgLcA1wAA4Gtd3UDrVF\nAc2WkxVWwvXLMRNVyZqjpElSkqFPKeVy8OXau0DtkpenrqoKQPEtQMDl2vvy2zPHDM6VBwx84LYL\nztGtlOu7b2z9q+QQZSYNzg/bfBiUZJv3aerFBKadbN6nIpn0K+BYB824Y632i/exWYRrl7JvEH3U\nWYmoiM7I6r64hghlSvQxCAtp0jjehzioqswr1tEPARQlFyIypig57fsMqgwTYIE5MLSGjJpBwDDO\nuhRHYIQp5KQpStPdkvyaWU6Sk0jWlK3fxsIwRsRuxd2CQ0PtkvFI/9es5K2uWXDTcLdiJHABOIBz\n4AOFUAl6H7eGzPBQ/XN88zTbcCn9hZ2cQpp02CSgW+DlX8JcObMjrfb+/c9jv827M1qeuisJuR3Q\n3oebZEkx51mIB2bcFaHOMzrE72Y5znnDbWZWujH1WhOCGaRoOZkBmOrYpzSpKUJBLRABDAlcwHaF\noTPfYoo6jkquTN5CK7Wmed2KUx6HvFiHYzphMVWNMY9DzEnTpP0mpVFVEIG8p8WJ8wFLX2vxp0Kb\nYabQ2HLtQsuhJefNt8gN+GYmYNHVfPCRVtDmgtbCLGdSgvc4av9OpycmWadeONSYRO/utvosVles\nImYy9vnP/267PU8xyvYir848ABgYzhuGPdKxSuPyOMSxz1VJpnpV0SNVItSZwmZqOUGOB37wdWED\nK3JnMM/4OPQfx0FTVCLISYddTKOaIFjVUUYGZmoWtDgF79V5F0cVNcuqAHkqxKZ6MDOc+jxskz0v\np3HFt1R0HOJuO6ZJp16HTU6TSQIAJMLVqSvzL4lmtSMFU0BGMlydOt+wb7BA7RwsNBgad/+ssnvv\nb70D5IAIEYAdIhcNXFApU9Bt98Z2TzSJ5mgKWvF31ZpBPAwte6wdtsI0yeW7+OOf+qEXAIvjPNym\nfC7utf8fcwoGIjL2edxl06psWxN5MyTDo93GzCQXUYY7yzolV93LgcwnB2mSgsBJlrGPKaoK1lzB\no2/IeepOeHliprhYOhdsioogmU0FIO7hCACDOOaxz3rb3FcVjVPqd1McddzI2GueQHItb3crN2eL\nqKoaDcqwakQkKOuZC9itaXHC7M0HCu2VffPjjLiKeDOTD8wOa+ldzQz6C9m+z9LIPGlHVI4WrF9m\n4XIAtey112qf+twsqE7vnLetgsk96izKGqCqccxxVJt5VjV0tCIife0tN5zm+kFLc/2VUMKsNE2Y\niuWkMeac1OYZi66Bbs1t67tTapeap9wsnAuYIkwuDZRiD1B2zblCcpj7qnYsyVJ+kmIehxQHHXYS\nB8wRNdcD+DAX6Q0AYByEEJuOyx1uOmRvocXVWVidMHnznvZi7h9vRyJy5LBdsPMYh8M5x1G2FxEW\nogqkECdJUULHcFTEg3tqRx9ltUuniJ/+9KehqE+xg8WabZ9TwR5yRjuWocY7ai8lbst1pEecqqwK\n0WGWve6Xv1I+mrHHq5vfFU8uQPlBy29GkswM0Mw0p6LqKSpqygaABKGD1ZlbrkOzJNfkCdQH17TO\nlIYABjJcSHl4ykNsailZgWpF7Kh4V6rpmqLEIcdR02gpkma0jKZIZEWKx6QMdoPdRXaeQkuqyh6b\nhZHHxYpPn7WLNRGD89h0NXJ/XIBV492a8O7BA2JcrH1oeXeZS9AmYgnTdmMwZVVAg7FPcUpLC1fW\n45vh5KfZ7Fge06QXb6IP5DwtVm556k3ByqTQ+UqOS+X3V8hLoF3wizSpZDAzJnSOmHUfPyEVXzos\ny/ccs7YTGmIpwsxvUzWkIislccp10lopDLGFFpZn7uxJ4xoUBVN1npsmMDN7jSmxF2IArfGKmmGG\nHCvPh13t+jeznDROkiZN0XK0Iiyosm/DqpmdlflCSXcXObS0OnOFgucbcC0sT/zJ06bpiAjYYdMU\nQO/xtlezPoQrxkzLE+8D7bcaFROfh0FtzGpABtOY4swi2ZexH9fF8ACb1WbmCI49rU79yTPfLChP\nVny8CAbVUaI4RyL3aOfNm9o05DJovo5CJfAN++ZOhcJrAlq3vYCYGYCuY8wEAJCzTmOWXKH2Qvl1\nDXRLXp56YoiTmqlzFBrnA6ulsCHXAHuQ/QSQgjhEG3d5sXLQzDMWVHPK05DjWBWINFOJzWHevkvr\ngBnkrMNOhm3OmaZBecVIQAGaBS1O3HLtfWAsCAh/8syDo7eTo6ZzpZ5NlUNgijJFMTMKoGqiWlJ0\nolpxKuj3rYpLH20HuMF5On0WLt7Ep1+0T1554rlFHSrZCAlVynxoUzUkPMpYj3csADU1ULV+k7bn\nqYgUGACitZ1rOwLKdZ+ri2GF9vDK3NtbXK8Ma60MyflTKykLSuSecjQVBDBywAFcU/vWEQ3AEYHz\nznlCwjZ5H7hZ4LQBjfOnGhhAnHS3SafPm1KNNjPJGqe0u0zDVnPEPKHmynIuZeySp5qYAYja5jxN\no6rZsMuLFSMZO+jWfnUSmiITV9iUB7rj48zmvRvnULWgDL6hUtUonGQDUxUVQADykJNCaSgSIMIU\nlQKqgiTzzS/gWDlVrfaf/jS8+E1z+tL1m5EYcq6anyYGiDlpUcRTUGJCIKxyyFeu2ABUVJJtz+P2\nPOcIOsdDzcItVj5my2yEV6A6hFpsgaMfXbmVBuyoafy8k87hH9baUc55HHKawAQRkT2EFkNDJSsE\nMB8cuypTxkSlybNd8tDZtCveWfsm06T9ZRLRPT8uTnkc0vYijTvNE0qkohWzT9eLh1SJ/KTb85Sj\nAtLUS9FvQqZu4Rdrzw4rSQbhClfscTZ7FVrha5RuXp4nh2W1OsVcQMSY0QBFFawSQAwgJwWgEjuG\n5obE1CeYK2dYtNpfft2dvQgvvu7aJfabqbhLippGETEzyolTkhQzsgIgO3bO0TWdYCylX4tj3m3S\nsJUcD3c/NNwtAwwiGRCvZoCzSOk9YRYR7vt9r5mZppjjKDlVigw5CB2WAZwl/mEm51hNixOUKejt\n0oUm41UqR4o69rWsViRihiH12zhs8jSYJtR00AOH/XANNEQQtWmQYSc5G/n9tDAzAx9c03o6braG\n+673gXYIswiQMHQutCwp7zcELPcWwHnKGeJgORWNYJv6BAih+ZiuvnvsoOi312p//mUjIs6xihJZ\nHPOwzSqmmdfPbRzSOCRiSEmazrUtOscHwr8BEBiCivXbNGxzHLXKQCAgIjE1rQNsVIA4H2PouHes\nO2IORCCmYlfiO0VEEJFptDSVlg0EBGZoF9wtfWGkIGIZYoBzoE1MTeO6hfeNItUzwRm/SJNI1tJu\nuttOwy7uLtPYaxrBFKtiikGB9RH3k9QwTtpva7cPIvqARQFGBRGptKQ+OsM/znHw+q/qxmgAAERY\n6BVTL0h1OyQCAEPAduWGrWze5xdflfVC3/44hoZffN3+Io5FjM5j27mv/+Wy6Wjzfmpap5JNNEUZ\ndqKiki1H215Mm3PHDoc+Lk88gQvXRhwYAIBk3VxMY58lWcEPia0+T4GZG8nGNM1pc71feEXX/8qF\nlrRrXmlqe2FphTYFBMhZRFSSSTYEIgIXcLHyi2WzF74q3bZkFekmwqbz7ZRdSMQzsw/R1GrbdBYR\nm8a8uRiGbd6c5ziopNIsigAV2kMy5xC4PDs47KQMYTBTH7BbMYCCsiU0BWKa5yrBB0Xmyv08qmTO\nPznO0Pc/NjMDIuxWbl/orLEfgqmpWduFn/4cg0vTHzIaqtib74f1Wfjim8XnzQsPOJYpukCvfrtI\nUx53ebH2ks0ESg1R1cB0GuTy3dQs2HneXg5xysE33Ur1qBm/UCFy1t1lSlHBsAiyI0GZKOQ8h9bn\npMQMcADzsQrB34lCY5Wevk4wNUVTyEmgzMGrzHoKLXZL3y0CO67gSP2gujMhYgjOB8cer9QAZsxd\nsonIOKTtxThstd9oTmBSP6K8FmnOEgIjARNtLzOAOYfsqF1wt3LlJGtdod6iB3+NtyXf9QksvYSI\n8/+t/2iXzrdc5v2AzhCh1naYzbtMEC/fxalRIrx8l5qWKx7++WzeCmet9tDR7gKaltdnISdLUcsI\nnbKcDFt5/1qQyHnebaap15OTdPJU01TW9lJXBECQZFOfc7K6AJXjN1iUP0Pj45idqzIfhyj8qJvg\nul1/bK/8QzPkVGrQtSfHB2xXrl34qk1v88M7/7dwkpzjspVfyz+gPuWQooxD7Ldp2NrU47G+fI1g\n0JDBBWhXVKTb2hV1Sxo30rS0KMqlYGaV9Feh+eNt7d4YC48ehvnsbJaYB0RgX/wJyWHJo0piWPQy\nYN9nZiaqm3e5v1DQ9PO3Q9d5dpiTlolaqkD82XbDQ63wSKudFmtfpNK259EFajsuSXe/yQqgaWKH\n05SGS335VTwbcpoOmrRlYYhD7SyoPaKISDVHYybnmR0TFoedv2+FMlni0I96tW5zKIHX76Y8+wAA\nBVgiNhUrMbVvcXnim9YX961Q3fz2+VyBqE6tQSqlGASsyWqJFKch9bs0bGXaQR7pSsxeB0kYsXHD\nixU3nc9Jl6fp9IW7eJ26levWtWUedJ7LVVT29kt8LWncadUtjvvz5mwAzBBrawYi8GHAO5hBSpqS\noSKWDcOZJLt800+9guWf/jiszwQRytimHNUAGq4z2z7d9o41a7UbsKNu5YhhGjI5aFrWlRmgiW0v\noxhoAmRTs2lnm/dxex7BlI5bXxD6y5Qm1WRQKfIGYOyBPe69ofa524y3FAYV3Q4CH+5vbfQ3qD0D\nAGVuYKodQeXxbjpcrF1ofGlUL8HTtQPW1tBZ/3ivgoPza81gHNK4S3GEPJnmg1chABCgM3LGwVwL\nizUv1n4c8mriJ6/8D38/dgvXLRkqA6+OrVdRM73Cy77X5tD88Dyo1HKTztWLUpAwQFUQsamXcSdx\nkDQBljqVgWtMTH/60wiGzHj5JiGiKXz918um436Tfcuh+QwparH58mafUDFACB2Tg27pSqkLjA1I\nkmwvQRKMIEXXEEwv38W3P45gjo5K1AY29akA7iD1nqiWTcAkF4Y/lD9lNHdVXynfWRnleuPRKVmh\nc1SI8+WpLylkmQdWrMD3oaVu6ULr2BXd4htpWB12a/McHiBGPfym3pA45mnMmsGkcsf2v0UG9uAC\n+Ka0cNHyNJCHONHqzC1OXLdwoS1QH5ZSgYrmLAWn/bAhlKI7AkjWvWOJ6DTmNGXNqgoigEBgJEmB\nULJevo0Xb+LYSxqtOhYAZ0hJLt5OTevbRZEIRQNbnQVTu3gbn37RqgA/rmf0TrulYbXosRJDaKnQ\nPMDYDBNYaFnFsPReIbqAl+8iwOCYwQyJSqe5qOUpp6SaQZOVxYjEJGuKFkc1lTRqHCVPKsnAEB2p\nmlQds7I3XZcaAwQ2KKKgzpFlhD2XtFDyBQqHwhUOXUMhMLujAOoGV8QQnOeCmrIDU8QirwFFwdum\nQaZeNaMKlo2yRpME7JAD+BZ8S6HF0m+DrMOWQovrp94zcxVNrp+Xc05RAK/PbL/LVEySImGKqrmG\nSyKy20zDNqVokjVNAMaqOOzEO8hR3/4wvv1hGncaR8W9csIA05gl2zSoC3T2olmeejPrlrx5n4ad\nnL1sctZy8z99N7y+IJeyQCEQkScXiB2AoBqK4GLlUpLyrbDHxRp3l3nqh6ZjUwBESWYKOatm7VaU\ni+gKgiGQ06mnYZt3TWanu4s87mQaNI01VGKCnDQnhZmwdf3yDABx7j/GjLUmaFDGV1uOtdmaHbDD\nCngBHmfsh0OVvw2Y+TA5DOZpyVoYODL2EkfVzPtN0OZ9kFzR4CPfkG+YHbKjME8TWj/xMjEA1IGG\nCGAQpzyN6VrD7V02Zw+qCsMuS1KsjqWX78btRYqjSlbagSSMo23Po/cuRXvz/fD+5ykOGkct+wAy\nqNjQq/NkYqsT/+XvF75hMyPCN98N/U5+9x+unEPn7pqn8Ti73lcIcIgTsY6tByQgq8ibS2ikAMAO\n26VdvJapj2YODHOyOKkJ5NLMA96y5TgPICHdXeDFm0Q6EVG/KeWRnCcAQM3WEOVkaaraf7fyOMpP\n9sKWe2aXGeRkCiYZzQzIoEg2ylFscpuVvjSi0hyspjUANIOctN/EcoZlNokdpQ6lE8R5cAG9J+8c\nAJpCwYpztqajMdfSu5mV4D1OeepTTuYe0DFaQsY06fYi7y6T5INjvft52ryL006yiCIOG9u8zz2b\n95KTXbyJw1Zqi5TVSKPg7OzJdfzkVfPyt11JwKdBXn83joNcvo2P6nG/325zrEOKO4+tL3Uoh84h\nsRlhCYOYDVAMtEhS51HiKCaoCqq2uxATLUK/SGBkuws9D0nGAZGGXdq8z8NO8gRm6L1ycJIgDpIm\nTaPCbeBhwcSdZwDISavwpAEg5ElBNCcyAREtktRpErn3+StkmCLGLClLMubCQYSc9P2bIY5F7Mpm\nXcbqd0RgZsTIjoiZyZlSigYAKih12zKRGbRCSwnGXoddjqPQQ8awAiBAjvr622FzkfZJjYi+ezNt\n3qdhZ1lEjC7fJYDITMw4DToNQgSqWJXrDZAMAXMwM3v6qnn5265ORQD8+c8Xb38YRe3nP/dPXzWf\nZR+EK45183BoyOXpR7TaYuuQoPTEIWg2H9AFa5bI7KYxIwEaMGMWGDZZVZGwTg2dYOxt8z7ncULA\nvs/9ZZ4GTZOZYiRol5wmG3babzNAwtsqHmY29kJEIjCNggiFWaAKQApspYk5RUjR4mA9Zrq3tGpg\nOYkKElIcNUYLAVUMGeIow/cjEciE06igNDsVAACBeTE0VwJnE04TjdsMCGmCHDVPIIKmVBvdUQWM\nt7a7zLtNllRghvsiLTNwHqZRX3/X7zZS5ngBQM56eZ77jU69iCoSXr7LkifvGQy2lxkAuhXHUTHU\npLLySz2NvXzx+8Wr3y0KJTone/3dePF2coF+/vPwr/67Z8Qo8gg1obvsyLHmq9yXCwr6s5+FS4QA\nxo6AgNgQLEUILXPQxco55/oN5WggyIwpQ3+RJSsHJARHxEwIlCOMJmAw9Ckn3VMnMkAcZephe5Ev\n3sQ43E5pNLM0SRptGmUcZM8nJoacBchyNgCgYMNGtud56q/PXbppOUmcNEWbBomjmSAikOGw1c1m\naDtH4Kb+mpsbK7hW08TsAQwmMs0W+2QIu0udeh22liKBGZaWBzRKBqib83zxZprah4w6A9/g2Ov2\nIo29Ft4zAOQsOYIKlOZHM5hGYRZrsehrhJaWa4eYj+d3I2HTGTv64pvl01cNewKz4X168/2wu8zL\nU7e7zHsX/HS74lgwa8Bdc6zjqh3W2kFFkApY7xtyTKGlHM0EmQmjsUMzJAbnoV3i8sQ3XWBHTAhm\n5IA9sAMiMEAziJPuLi106c0PY7eQWys7ZpazTr0MWxl7OcBOBMRamGPFLzZvs6fJecY7Zr7uTbJK\ntt1FnvqSTECzYAaadunifUor8Ixpqt0H+xqBy0oehkZV1XnMozgHiKYA24vUb6zfZMkMNs9hQEM2\nVbh8m9+2Y9vKtWLoLRerwB4lGRL6hty+6oIWWo6DjISE4DyWkSKFihNaCg0RgSgcO1Yp3C9O/PMv\n28XaIVEa5c0P48XbOPa5XXFoP+eI6NpMATRXOWYoqjAR2IFzkAjKNLlDZ7ZCoQgQcdlrNJvzFBow\nAURS0W7JKSJ5a5Z28tSdPmvbLhRMR0UxKJFIZtNSz4IUZXcJHJh5bBeZ+fax4aI29nncaSzSSGBQ\nS1IGAIZQZspt3mfUyO7u0mMxrB2qm3cxjTr1WRXYkYFevI3DTjVLcCRS216RCgcNDIwH6jeak7CH\nySViQTBRG/ocB4ijqWiJt6pLkpnSJmTGoe20TiS455ucOx3WT0KpIu/hhnZgE5uGbGDdmk6e+tVJ\n4x2nKM2Cpl4kW9MR4THajL7BsxftyVPPnpynqc8//amPo4gYET7/siXCR6nq3WOVj3Wcfh9SQlco\nY0gEMt+BEtiWh5AI0QAUNVkWZSTnSyiCxLhYu5wUnC5O7eyVf/5Fu+ja8syLSLg09jknAzNUBMTL\nc5l6HbdyyTFN6vwt2DSiqUK/TSlq0TUFgCsLuDMAUqFpsB0ldh9WGEOANEm/zSKWkqZoi6RqsLvI\nqgBm6gSxjhNDQufRFd094xwRwDhZpkzEiJZF06QAjChFKzqnuURPxozTTrYuSSQqie09J0aQo/mA\nf/W7hW8oxX1WKNOQJUm/TUC6POOnXzSnTzoCjFFy0p//1E8DhECHKhagKTQdf/FNVwbCO48idv56\nMgMfaLF2r75ZEKOp3ZwV/xE2O5ZCQe30KHAjotA6F2jPVQIoa9UcdTEUAc8cQbMCIDMhgCk4R7wE\nEQKXl6d2+sw9e9UulkeOtTSxadwqCJbm0t0GsxZVdDHgW/eJgoQYWFUjmm2+g0hg7CA07Bwf7dj3\nGVaO3zx93ixHTVHjJM6hKaoe8GhEYAftgtql841zDoipyH5WdgYgO2470mRmOaUDEWKG/2faS5VX\n+kD8zg5PnzfdktOkBSAQkWEXdxexWzkgWZ7Qkxfh7HmDhnGUfpvZEZZv02Z1aQCEOm+8tKMVSNkU\niKBbuadftE9eNc7R59wKETGLAkBoMU3mHCKjiTJjtww+jIh6/Ws2qMCjgWYAMRGoAgSl4seGTK4B\namxxYqsnfv00rJahiG6pCAfdbd1mKRJRI6haaLmM/Wg6XJ74ENxNz0ICVQSnphInLGWWWXUewYAD\nNgtcnbn1SXCeiW+bgHP9oBg6VNM4im+owNxxygBGRM6RD8w8F0YcdGs6eeZX68Z7VxhmZeEuAHtB\nOtSg7QhwyFnrug5Q2vybBS5XdQY9XqUtXDcCybA6cYuVW566fbKWEyFLu+S2Y2AoMiTrM49A4y7t\nLhMCkEOco2QwBAVk9A03HRWSTNnyTp+HH/6JTp7yV39Ydgt24UMB6YOtbjeFx4cEaVJicogKQEzd\nwvuGiozHjB+X76KWNmvfREGs6/CByusABNdAWNLiBBdrt1i5duFK3KCKSKFb+WaR0kDJFDJ0Cyeq\n3RpPnrtnr9qmcTddopxFt0OzFCdkxKLntn8oOdjyFJ+8CmdPW+ce1AtqBqJKzoZdVGFT2F3msRfn\ngT00HTetJwJEMwTnYfWMnn0ZTp8svK/rPV49GgCo2bTjlHOMormoNQMh+IUuTvnsRehWoRQ57kla\nS4F8dep9Q6HlPf87JZwmdAF9g8AYGmo7bjoGwDThsM1qBY2bU5uybiGUwIA9OUciRkxffLP407/b\nLNf+yz8siHBGnh/gOB+yA20mjjoNioRhHk9KhKHxztOdq/WR8F31qNkq1ZOx6dxyzW3nfSAXCjG4\noNjcLnxoHDsTQkVrOmcoyxN6+qp59uW9jtXTOA7DjhyVsPpwfi7Y6gk+eRmevWzL+JAPWhEnUpPz\nNwSKxbEka7tCH7BdUC3ZogKZD7B+wk9fhSfPW39bFFhMVYcNXl6Ow44kEWjdK/0iL0/o5JnvVux8\noYLd51jscHnifUD2eJQVaimHsMcy1J4D+oCSMWcbt1mzIUEdug4FQ65LalmoSirgPL74TfvkZXPy\nNDx91SIjHRFvPtEcAGg2QBy2+eJtfP5VVyoqpRTNTM4j8uzzNz9yr917XN6dvQoJ2oVbnTbtwjMT\nzUNsDck5ajsfWkbKpW3GEwLZYu2ePG9PnoW2dbcQlRDAIPT4/g13S2ZASQhG8xcBvrHlCa2fhtPn\njX+oY2nKMvS8OGHNKhHYFUVJZIeh4badScfefGPLE14/9WcvGu/dvnp4fIKAICLkZLHmdsUyUtWX\nR/MdhwW1S2yWsFj6pvX3QPDFsZoFIxRmAO4TiPIgEwIQMNcZFjFbv8klywMEcmZoJgiVKmK215yu\nlTFanvgvvlmsTsJi5djfM2vm0eYAICdVsc379O3fbVdnvls7JCuC40TgHJYbDTp3ce3/U/5x+P97\nWAkAgRwSQ7vw67O2aQPR1TgaoWnLuMqMFX1FYGwXvD5rFmtuW3dLYFvANtZu5dolg0DGvWOBmfnG\n2qVbrNxi7e5ZUa6aTSO0S+zWFHuYstVdxoAYnUMXyiBq4EZDh92KF2u3PPHl+DcTO0QQoWma2iW1\nC44GIKUuZs4bMwIpsXYrXizDbeezPy9ArgvVMb4IZeiLqRUS1kxhnAa5fBdzVlVFNt8CIEokUMxa\nxFRKxcmUjRicJ/b45e+XTcvE6MPnlFJ25ZPGnbz9cfz+H3df/Yvl6sw7hzADi8TVsW4XVLpZldjT\ngIsgZ7dvZ0CVKixbmvW8Z+e4PEgVd2XwgULrCl/glsAWAQxEuFu4puM8mMlhtTQDdmWWJPuGQ3hg\nSdVExQdsFuS8TVgdq/TYlNGmxAiEPmAdIdGxb8jfFNAu54iQMziPvsHQkE621wRjJjNQzUhcIqcP\nntyecihSY42iZSeiKlZJz2oqNvV58y6VziIi8y2yxzxwnkCyaK60pZyUHDqH4IEIn/+mK+vZ56W9\n1/Dz8l38+c/D+ev4+tvh2Zftcj2HpVgb9MiDPEYTtZxi03G39CE457hWi7X+tkSmV4bwFsYO16YX\n524TckAAA+ewXfqmdQNf7wcsBHsmZIfsbnsSbrNSX/cByQEgsAP2WFSsS0SCBMhYRI7bpQvBldbQ\nW6NPRLASI3twHsjh0cA3LJI4RJX88wGUrZKwi2phXcELxdnETA2osOmtoHrDLudc9KHMN7RYh+Rp\ndyFxFADIycZtTpP6srkTEON64URNs36oEPA4q4rYb74bfvinfhrkxz8Ov//bE3ZUeqqIEevkT7No\nVySz9pd+9BNEAJqFaAiX67BYB++ZPSFc9RMEKK3PdQAZ1g3RIIsgwp1dFQjI2C1C0znAvM9T9yej\nAgYw0+s+fKvMgLCEKeVZqoDWofkdAQmZgT02C2qXvrT5H1brm/6P4AM7Xw9bEVIEMCiz79hx6Ta8\nawbT/uaWv/Aoiq1kIYD9JqIKmk3EJKqKlaEyTUunT9vYQBynchwV3W1SnHQ5H7OQyVgsfyaUYW8O\nAFLSn/88vPl+cA1fvI05KjNmMURAJnYcGkqtpH6P0R/O4jh4RYA63wWheMnyxHcrR4R1ctD+XZVH\nZYhWhI0KYkiIBpZSBgO7VZ25hq3QtM4XoOtKVcRMQVJpqShspIc4Vk2CK2o5bz2zmlc9T/boA7UL\n13beOVfP8NYjIpgCc5mNA7U0AyW+gYK+IrKplalVdxoe3d+bS9tczy3BU06Wo5qpqgVvvq3RbWz0\n4m1RHAQR6zc5J92nfuzJ5s68z7gPQiFfb9+n198N24u0frKvFM6XRuADNx1PfWXPPWi1RAADImg7\nd2sYUbZCVQXQK+k21Uy4iLPfc6nOcyEbzQ9vje1UC4++HuEhZzt/6dcV4a8YgfPQLV239KFxRGT3\nvBhAFRCpSEVUxy94DIJkyKmqRJcw7oNnePMlRYq1bGflNNKkUy8ABqDEEDrqVn65Dt7JXidCRcdd\nzumo+5xAtcoAf8Z9EAAICd/+OJ6/niRbilpmphcCZ7mkpnOLlfct7Ul/B6uwSg1Eiiobcm1ncL6o\ncfBxIFWAVS36NbVBp16nGSAZe3SlgHK3WxERMxHTle2yNm3Znln6wNW91GHMUGW/lBaJWJxvAhKD\nb2H9pFmdNKH11z/61mMitF3wjSur4H5TU8XSY23wseVerD2DhU5dwIVpkN1FUjMgQ7Zu4ZYnoem4\nWTgORKU8YHt25Hyk+a/P7liOCM9fx2EnviEiePVN1y65TCs1A0RsF2Gx8pfnibxQLhOI8cAfQ7ii\n61ekiBgJqenYeSpcg2MnMds3MKkWAS6cwS8yFzA0viaJd5w0lTlZcyft/g4h7F28cnseZrVLto4k\nrZKFuB+sVwrP7ZJOnjardROCQy5tAXccDkABESG0zjcOcDyEa7UUhmUMwj0Hufd0UcuwH0biOhy6\n3+XdRTIrSvrYLvzypHGeVNEHch5zqg0NN9vg9uf1GY0AIU2qamU86cuvu6bjvSA2IjSNa1rvA7oA\ndeTuwWZ/wdJpbmV0qg/YLd1i5Z3H/alfeZtZSjnFrHK0XSEAGjssc5HvOeljP77xuw/o1dx2tHJK\nldiuc0caApYuNERwHruVW52EdhGKds19Zzh/d6WbA2dgb/9rM8hJ7MFzGG6c8NxAjlgo4znZ7jKN\nvRhAyYea1redL7MUQ8OhKecMoWN3dTzY/K+POZN7jMygW7nQUtvxF79bnDwLvuEjggN6zy6wCxQ6\nZFekmGrMXOZsQ9UvMBdq80VoeP00rJ6E/e5+zUwtRpmGnEX2vy2PLxGWnpn7znoO4eHahllT6Oua\nuQ+xEvSYQE5ahrIiIHFdzFygxdq3CxcaZr4NYLthRCiqZkY85zT1k7CoYT8wt7hpWEJMX/ICDI2f\net2epxI8sQPn0Qf2gYmJCNslt0tX1vjlifMNXyXDfn6vAgAysaevmvWTsFy73/6rVds5VxCgWi4k\ndshMocFmgexLEleneyIX8U9AMg7qO/AdOI/tgs9eNKdPg28Yrq5xJfgxszilYUiSrwSS5Tkkh0j3\nltltvwbM5GScf0Zllm7ZpB90w/a1jlIoTLGOywKotQdA84EX68Y3ruia3O9Yc6UVcsqqwq6cjdW0\nWU2laKw8QhnkiiH64H3gEi01resv8+68CHAXYLYkpFRWrMXSdytHDl2gk6ehMEWPjvaZN8FiTtWe\nvGqefdGOO/ny90sXqGDNRdGKEBWRmHzg0CF7IzLgeeAuG1mpPBg78y0gsgkt1v7kaSizZW79VDPL\nSdKUcz4IjhfsqkKyj9HDPIZYkYEd0CMntJUmMDAwBUkqZYy07fc7c57azjPTIVr68FlhzqKm7BBJ\nD9NdDI5G6H7kiuUbV4mQBog0bPK4ywBAiE3L7cLV9QwREdslNwvnPLVLtzrz/vP1eN1jDgwWa/fy\nt924lZISlhhlTvgAivJnYBfQeUilPuYKmcHYl7WiznT0gRn86jQsVq5bOLzjEsxMxEREr0ivVSz+\n8MF328w2gnL39l8QIpB7dDH1uEVRsulcPCk/gUqmdbWg+RhDBHSVNn30cXXQ2uPO8nBM9H4vUwhp\ntKnXnArajN3SL9fBz+UsRAgN+0ChofVZ6JZlMtnHffIjzAEAMb78ukuThpZ9IMLrNSPvuWmd8+Rb\njON+liTmDKFFMBAFDuhbWq58G9rVaWha9g2V/qarR0Or9VMDMBXQXH9hakRIpeYKAPfuZUilhEfs\nFLSIv9cKDLt9Mf8D/VXzsQ6VkwKEFC1kq7uVIcJckqdHsUqcY3ZIpMQmOINtBmYgSdXs4/YgROSi\nbMgICLuLHEctp904WpyE9VnbtG6+G+gCs6Nu6U6fB98w8wObGj/JXIGJn75qzBAJyCEcUfrKPXSO\nQvA+uKZzcdCMRk4RGCZqOgKEnCw04AMuV361bruFLwG43aAGV4LgLDGjYprr8qhmgFU4wD7Uh0SI\nznPTcA6myUpdbwaj62d8iPd7sDnIgoqlz3uUKpgZzeqVc8P+gxzCDLxnFwiOJ7vU3RDLovhxS0cJ\nw7HeqxK2IyKoGntcrMLytAkN16eTsPQuLE7cydPADh+bNX+cVb9enXkklKS3fiQROe+axndLGfuo\nqi4AEzjHoUViMCUO5gK1nVueBN9UVdK7LmC/JFT99/rToz8fNATf8GLtNcOwFYhHGnsGWsXXPzWY\nqLDLxz7f+/LALfYpidghpkQVmHbCRbkW1HloOtd13vnDVggAvqHVaehW8xzXzw2H3rS6FRbd83gr\nnwAREJ3nbhEkl2ITsIPQkGMHaC6Q984gc7DQctMxO67zve44f6vdfGpidjQYRwVEbnvDbdZ0fPI0\nmEAcDiMOC4dE5GiK54esZoCIVeng4N1YNBoKmlX2nYd/HYhYdGygQPmHb/MKkPERVusBJRpJJlmL\nClSBl33gUkqah6gBAhSgxDXEH4AIP5s5MyhFeEAsSdy1GAIBDZEdL5YNGG6XU4yRGJqWlqsQY/at\nWy6blKKAuEDsiKtf3f414By9pmiay/dXlzfNJulB3x0Ctp07fdZotIs30766ZAaSTLI8fCs0Nasz\ngmZVpCNIk7gwFvcknIcGRiURKdJcVV2ywm+IgN4zf6xjQak6Fq3XWMvkBsoBOAA7KtrS+40dALqV\nBzMirKp/H/3BDzYHALXkcheFozwMRE0bVGGx9EPPBuobWp54HjC0fnXSjBOklGlOVQ68xjtMs5XJ\nTVd+KKAPcyxACC2tIIzbTFehZMllzP0j7t4Byjo6foGqC7XSB/5Qp/6NEyxFpzrA1679aq5Pf4Jh\nrRbgPKaKnJX5cnNp63Bbmrb2rs74ySd98kOsxljlC6a7eqUQiYg8SuMW66bvxzhlF6jpHDt2wTWd\nQzaXyD1YEE6L5LVcyUCLTM1D3o6EPhARNh0fP4WmUPbBmtA9bHlR0ZyvkGAKuY8dln6QdvkwDb7j\nM8S5oIlXZ+UZEFEIrvaUfaztUxREMDBmK0Rf4upSh7oXgXNEiLmw+X4VO6gm32MIhXaHzvNi1Sz6\nBtBCYB9c03ERq0Wq0njlWb9vvSixl5ZRHHiEY1Wh28Nic/deRgRIiKVHxc2dplYqsqaiVS7jYSZZ\nctQyNw8KQgdliCYRYbNwi9Ucmzz4Wa8LHgIy7C/JwBCAGX3wd8b1Dzo41jJR2fDRyIHzdbzqtW+z\nlAqKShDcxxr5nOaOP+muj5zJB0CE7SIslo1m8cGx47YLUJ9v57w9dAMvQ4sL/nS8Ttw9luL6AQiL\nQtU1frMdiRM//AZK1pzFZn3A+YqQHTFT07pSa3vw8Y7Ps8b+x7eFiJxzD6w53n7Y6rg10qpa8x59\noNpbe3T1NM9DfFQ94xPturjt/VYw33YRJEvTOOaSD5YBw7Vt7XC0e42YDlHt/vgPdqzjU71SZbHZ\ntx6RFYLpTCE/On4hDhCj93TXAJ/7D1wDnRu59oxwPoLZc4sdvbvcARewXfhbvOeXBxdu2uxYD7tA\nIkKwtvWmVvstGWuLTeXFKeIH5BLmIgkV0nfN7BEAgbji5g8xRKxN0FSzugLHahFBfXDvRxFeLyAF\nlLywlqCBiZxDclVv94EHPL7M8geL4HKZI4s4K8sjlg7yR3rXIYSalaqJEdlCw6t1w47mOQ7z64+W\n4V9nH4Sb4rb3GxGqmQ8ekAqTvXRu7WsEDx/qSEyAWHrjAADAEI0ZrwgP3XPH5yZsuwqqmoEJ5qxy\nVO+7x8xMRUVKM0IJzKpX1eh7Hqj0eMfSfYx4vNqVtKDSGz/hqy6QWKk4lf7HZuGKY904k+v/+BXs\ncY5V3+OoTjsqan+faeNGAnIw9+08zPT6pFXYr1gP3wq1qjUXs7krt1RyDifzyMtUhbJqFkjpyu8+\nxx2zuWiBCETgG14sQ9P5Tx7Y+nns0Y6FiMRceCkflgi6ywrapDBvEABgyFagyIeHtPXzK/EQEMnM\nilhycRFVvetGz9iVqWqcdBpUxHLORd+srCtIM3T9YFz0cHy1lMRM6coo2uIHH1l+vnr+aFVrBIlt\nsXSrk9bVaQn//PZ4xzpm4D1+uaoxlUGKqkdNzABGXHGjue/qw25bIrMSbcxwAKqq5MqpR75vkreq\nlqngY5/HoeikZVXBMt5iJrbjvtfggReLlS4RpyxZEagOFCp4BlUp7081BTMCFGJkb8uTsFo3OFMw\n/tntU8Hfj7PSLlJXrP3BCJxH5x7XYFALZ/sUqWSF2VKSlPL93mlqMeZpSFOf02SaQXLpUoAC/OBR\nbefR16gQpxynbALXVqxCu/0kw7JiFf4ZhI6W69B2Hj4ESf5q9s+wH5sV/qRqPlqxsDgW+/AIdGfm\nmtohMpvhhmnM05Tt3tRQRcchbS9jmdIrMlevsYjtFOj8Yxj0AKBq0yjjTlI6pBGlk4zYiD/JAQpe\nbQbExs66pV+sggsf6hX4Fe3XdqziVUWouKKjCAh1XLYPFBr3EMSoFMgqTaCAFIxHLFAY+zQO8R6U\nFAFFtN/Gy/fj2Oc6VTXv8yxgJip+QI/b8stLVSGO2m8kjrN3F7kKh1RVG/CjG3WoFiKLzAQsT3xB\nsIj/IiJ3+GdZsUQ0JxUpQjHzT7HQHdn5x+DRWMojxMc6U4aabRryNMwr1h3HU7GhT9uLGAcxBZUy\n6Q4AChGgDNixj2PGFZWOcSdxlOPLZEcFH/8kcJTQBQoNsQf21i19aBke2Svwi9o/g2OpaJyyJLiy\nT81F37lh4aFGDtuFv6LtZKBqcZI4zeSZO8zU4pSHXY6T2r5btaANBHWKaTm7x39fZlBGA6V4JdJz\nnprWf2LuhgihpW5FLgA5CK3zgX+1AvND7NffCiFnjWPK0/GoUgCwqkSFj2iFMDBiWq69Dzz37pVm\nectR86SSTe+IswrUniaJk+SoInvCVA3dKru6nCE9mEa8Jy2qSYY8K5TYXDRzgdqFJ6YHAbh3W7tw\ny1PnGnQBXSB2THi3qOevbv88W+E0ZolzrjTfXqpf3iNwLABgxsUqlJamCjgoiEBOkKPlLCq39IWa\nWd2Ry0hOAZW6YJXyVMUayu35qJpepV8r7rVGShnVeWq78KkrFkDb8eLElWnLc6/Hr0Lhe5j982yF\nZcLqTdD8I4wcNV0Roz/6iAyaIWedu/hvMRGNMec4d9arFfyjYO6Had6f3npwlcXvHPngPhEfRwLf\nUNPRzIr7S4nZ9/YxJZ2PNwQz02w52Yy8zzZzdh+1XpXGLOfRBdyvAWagGXOEFDVOKefGq5UU7PBp\nqjnlsU9xNM0IgKY5Sy5eVdQAcV/fffRKMPOkrAy9riUKq5ssMe8rkB9pSFga1n3gbjlLGfwl2a/r\nWAULECu7j1kdhQ0AAIdhNQ83RGSuajA8z0gCAM2EpCnq2KeUxGcufrVXQJWs05D6XUyjmSAYmplq\nrgmER5451uSAPqpSbFDAcdjzBwENscqEVAFpvTNjveOI9fWV9IzoPS2Wwftfo7n5UfZrOxaYFUUX\n0+vBa03HHvkkl9ezB/Y19C4EBxVMUacxSdIYcxnN4DyDWYoSJ+l3cdylFM10Lgeawazct99c8ONI\nU/ti4DWPxPl/H3HQKxS0yothpqbz/41esUrmX/SScyyNy8eFDpy1NB7rWICIRQy3NnAYFG5qjjr1\nkrNqnyRJaB0SgcrYx36XdgVwT7ZPTokQSJnZN66iHng9QnrYlYKWYWkGpnCdd1/JE4+zPb/m+B+F\n41qbm/9i8sFiv6pjFfJTTpaiXQOxigR+Ucp7xNNscBQVzZPlrMozp6hTrzlqGnIc03LdOOdU824z\nbc5jv01jr5LL5ohE6Lwjzj7Qvg8d0R5FRi3XAlCZg2UK0jXXnMnvj/EtO4Rt870p8w3I+dJv91EK\nbr+k/apbYWmGSZPmaHbcMIJADKUn8VE3yKDWSdgV6cD6U0MABUkQRxuHPE3TOEQi9CFozrvLuL0Y\nh17TWMpKCGZFUadgQt65Obo2FSi13kec1R7LEDW9Ug/9SJxpFj3Aq2Q9duwb2rMwfk0e3wft13Us\n1WlK05g1X91fEMhB2/HHTVFHBOeI3JU9p+SGabJ+E6cUpyE5x85PeZJ+m4ZdmgZLU6U0lWjaBwwt\n+Vnd9LCx7qPmB39zqjaNVQntuJ7zcb6FCCLGjIiYs9b818B5arrbSO5/AfbrORYiitjYp7FPVb3I\nsFJQEdjDYu3b9qPOB6HsCJXya6WVE0wwTbC5mNRSTELbhDimoQycyXFCiawKAIZE7AgYBBlllogv\nEw/2dZ6rIc5dVsiDpbydJq0Doetpwtx/9UjUHSEnBWBmyFGbrhYavefFMvwFgljw62+Fw5DGPqva\nkd6aEZkLuFi7pnMf9UDPW2Hh/RXQyNAUcrLtReSgIjZYVhlTj3HSnEATSAZTNDAicAGJCNjlnsAq\ns6/UpPd6RuXT7j+ZQt/IUXabmKLWbayw29HqjG3Ye9lD/UuSaRYklGyhrVuz8+ScJ/54Ju8vZ7+q\nYxlAnHQaRK9F7s5cwKZjHz6m2kVYZWThmlq4omYYdhLUAFGzSkq5J1ErlRbYzxEhcA2QZ0DQkexI\nmKQUZAoujx8cXF7eIhqnNA4pR73mOURVbfBRl1mCvN1lUrFu5VRmx3KEdL1//y/EfiXHKs+xGeRo\n06h6YCgBobG30KAPXChQjz146c0ixqJcALXzB80wZ0MzJCAEU8tkeaqgpWU0wzn819ByWASRNJGB\nzIuJgQoUonPOwgylCHZjfsvhMs0sZxl2MY1Z8vHCDFomcWCd3A744dywfEiOCoDvf57GXr75D1Y5\na32QEJlQUP/SInf4FR0LJKuKSYIcQQuVoCzhZBzMN7Xu+xGhKCIWgT92SGyFCoy1tcvQUKIpmQkC\nlEHICEagAEW6hBDZQofdKgxbQ5SjPQo1Q540TkIMLqBzRkR3zZMojpWm3O+mVHkNUJvD0axIj6qq\n2Add6thS1BztzXfj5jx++fsFe3UOiZEq2vJpja+/jP16K1bOmpNIshtt9Ube2M8R0kesWICla9l5\nIDY57vZQQCRNWtSkSqufKR7q3+W1aL7BtvNEEfFowI2BCsRJh10y0MYAgL2/L7UzsxjzuEuazOap\nLfOqZTlpUfMyNXwYwcEUJNvmIr3+drg8j5dv4zGVAz4OxP/l7ddzLMkyDTlH2TfEAQKiERvzTCjA\nj8RjiMh5cgHYmRIcgiQDUFQo+pO1NmdSoXYraDsaMjhPoWHnrupzGpjgNMjuMqqymhEH527HRMr3\nKyLTmKdRcqro6L7piNimXnaXAgCSPhyxIYKpSQJVe/3t8Pr7YezzT38enrxqrqzrj8FBfjX7lTJV\nM0sx99sYJ0GomCGCAR26vkon+8fEChWF4tAhB9trhCDO/AJBEyzsKBMErSACWC05e88uOO/RFVSo\n6uti6d2bet2cT5vLadhNKSXbJ4hwFVI3MICcZBpzmkwiaEXKsQRYBra7zBdvk2TLUfUBhHdVyEkl\n2/f/sCsx1s9/HlTtiuDUX55Xwa+7FcqwS2nKAIdCPZIhGTOx40+RuGMm58k36BuUHuQ4AS8BTsn+\njtqwypeOjL7BdkkhuEP4f/QiU4ij7C7FUF2wZXJXBcSvn0nOkmLOyeSoB8nKmp10dyGOU7/JqxMf\n7EFocE66u0w//qnfnqfFidtdplJssPzJPWS/pP3yK1ZBic00axxzutY4gwZoxFjmc3z0h5SBpQU6\nJ1dlQq68wm7hVBUqX7vk9VnTtL4SGa6VjA1S1KHPQ59SzLPsVg2djr/auRhqZY3Zu5/VMYg2bKTf\nyPY8vf1xyg9zC0TI2d58N56/icMuq0KZK/GXlgPetF/esWwm92WNk6R4GGtWm4wJ2FHb+Y9GkIt0\nBzP6htulY4/EdhhfY/s/87TqKv1tZfzp6sSfPW+7lS9c5DKICmfWtKlJtjRJHCUnlaySpA6V2P/H\nrKDtmjVnzVElmc5VQjMTNSTbnudxp1Ovr78dTIA+tO+bATGq2I9/6uMgKkYMz75siVD1L3q5gl8n\nxqrfTdQcTRKoHFXN5uacpvMPl5m8ZohIiOyoaVy39BwA2WAeBnGc4h3/jQjs0De0OgunT5tu6ZGo\nEqmOvjOtjZCQo0myNGmKKlKnfdc2SbEsmlOOMadJcjKRgzxk8T0V3Z1LHC0nvXyXSt7wYcciNLPz\n1xEAfKDFyn3xzYIY7S/esX6lGCtnnQbNsfTuXf0dARUa+KfUvBDYUdMG0exCBNI7nxmsmVpRtlms\n3eokLFYeCYddvPP4CpohTzANGhfZN76qRTAAoKrmLDnlVEaaRd2P2yifaArjVsZecwQt4tmPNCLo\n1u7pF+2TV41zn3nM7i9hv5hjIQAUIBRULE06bCSNYHs12xJdERRg0zn6KNT98HG+ce0iZAHX1K0Q\nqbAL8bAn7pkCHpmNCE+fNYsTHxouCyfMzEFQ2C84hbClCafB+svcLXJosyoiovNIRCnJ2E8iMg25\n38Y4qOb5Ms2IURU270UFy1iXsxcNInxwO5tfg2fPww//RKctf/WHZbdgF/7iaH037RdzrBLKqJlY\njjoNebjUNKIp1sFaVPT70Ht0nstwmE+5Xz44MIyj+AbJHaQc4GpdEtBUrfySHZ4+b7qlIyZiKBpA\nRRbLjseAFzAs07SznZNulUObyxTx0IDzbhrTbjOp6rBL/WWcBtNcXdMAmIEMx62yJ+e0W7pX33Ql\neCK+bzdEBBVDxi9+t/jjf71Zrv2Xf1gQofPXh9b+BdovuxWaWZxk7HO/zeNWJR5lZ0UFJGDoODTu\ncd05t5nzjEDOEzGQg7Jc4W39NUgmGYix7dxi7X1DMIdcztVJiTczSFOMIxBrv8mhScQlZQMfbBzi\nbjup2rBNw1bSZLNuERSqJzkgZh8Al3T2onn+VevcgzzDDJzD579pn7xsTp6Gp69a5Crm+984xyrX\nXMSATG3s8+W7aXue4qiFpgIAUMQRnPkWu6VrF+FT++xKvdCbc0wE3mP2kE0JSGrXRtX6VjV2NuwE\ngJen3nssrGgAY0JfwHew492zPAwmmCebyPpLYU7sgNhSMudkHKZhm3K2cZvHXvOEKjBHc2YI7PH0\nWVCJXUdf/G6xXHvnH8rjcJ6WJ/6Lbxark7BYOfaPHpr3z2K/yIplZpKtlMb6TXr/Ztyep/9/dVfa\nG8dxROvoY85dSqQsy7LlIwGCAPn//8T54AC2YweWfEgi95qd6e6qfOiZ3aXEiJS5JJECQQLEXj1T\n28erV++FIIcayURoPRYN1TNXVf52YvpTIRbRWCZC6ykGVVFIKElAELJHCKAkNRY2q5AS1rMsKIXE\nqKrEufeVkSIcyDuqAgiOwrc9dMsEOrBFtup6QQxDH/shhl7CRkOHMeyOhDkJxDh++mXVb7SZ2c++\nqXkH8V8/LjCW2OKzr2pfcLbJuOlFmZjyD9J3fzdLoYIkCVGGbVwvh8WboVtmP9w9W44YXcFVy1Xr\nitISker/Ig1cH1MRB3J/gfWU1WzSAFNNeZyCcg1gs4ySDCCklO8/iAAx+pKNI2RFgb17lO6XLYnQ\nryVFZYfGaehFFeIgCWToJG0xBpR4sE4hKKpx+OhZufg9Pnriz56XRJgnnmvhBiRkC0R49rzMyk18\nszV0P+IH2uYfP7F0JHBqtxq6dVivhm4d+83lXhcEJChqrmeurJ11N9LEukkQkS9s54JXIIV1FGSd\ngEoAVSTo1qlbJYS0Oo9Pnl/qPHPeWIfEiilXsqebM91MFQi9pqgU0ASNg4ioRADSYQsaQOIl5l0G\ngY3F+an75Ivy5NS3c8sf4wGLBMTYViaJSvYsuXli6b1KcB/GkRMrn5BFJEZZnverRb9ZhtCnOMDY\ndA6IGWUwWra2nRVFYY3BY2n9ElPV+vWqtxaTpe1ma0YSPIJoEiCGxdvYd2KdvHnZ/+UfuJsDcqOO\n9cReUwId7VgmN3MAANCkSSBFJVGJEI2qqAggYgooCSHp/vGoSMAWraei4uffNGXDxn3McgaAANaR\n9cRJ4w2/fQow9nw/GFPryImlk13gMMTleb843243Mrpd6siTyf4cxlPV2KrxzplRKeXWl0BVibBq\nnC8MM0PJF297BZSsHA4QhjQkXb6NYavayOJNQCJmjFGzoZIxuZINKagEnbLq0gBz3iRQEEgxE01x\nJHtdkgcfgTrrqCjZOnr6wucGG7Y3RTjzw/LjkW78xINZ7aEOj8dPLABIUbp12KyG9TLEHmB/9gYk\nQM56rFhUxntrDL3LVb9FEJH3tqycYQblsmaRJAjWkjHcrWF5PnSrsbERLr8tERGRcWAKoK1eU+4S\nEACQ0W4CBDDPEu9+IHCeytpaS7NTqwKqivRe+eGDgQQiOtKhb5hYMm5kJelYWb/fDDtCYuU9ed59\nZ5PSOMjyYtt3cehSCijCAGPLJTGQUeOxrMkXxthJeOVIIydGY7luPSGpYHPihiEmgqoxVe2I4afv\nVhJBEmQEPBd0d1upLA/kShw6jR3o3k3yMANxbN9KoJkdrDjh+wfDGAcLrqRm7lxpfMkqEMKNPWT3\n7zcBJtmh7rovISLGJADgCgy9GpMB1XvNrNsmFk5l2twhlQ9Z2y4s3vbDkCRqihnF3sFXYDz4CqvW\nOpe92DPD8pYfBCADBwSEWLeFJohJZid+vRySkWZu548LFQg9GEvJaFGbT78siUZ0O+/+kNA49CWF\nEuKGNMJ4xFOYakPTXR0P86igk4HBpeuCpGzQOi1rbubel4wAaMAA/YnB7tgWN5zaJWmKggShF2Iy\n1xkcHT2OsxSKSBLNzEtJslmHzXKIQbIqxg5qBwAksA7LxlTtnWik5EpfUdgUFUOsW1fVNkVpZrY9\ncf1GnDPOEVZ4cubPnhV5536wVAMxOm/KWmMHKYikq9pLEfBgHtmN7iAUEciCq6hqbFlZ60hEabSe\n/7hB/QmyqCoMW+k7QUJXPEDR+jiJFUMKQ2TDRLzdxNVF329TipNywU66GAFIbcH13JXNnbTw7uRD\ns9aLL20z85Kkaq0vTdnYx0+L81+HooSnL6pqZvhycmfqvfOGZph6Gbo+BUXFPf4GB3+vnEAwA1BZ\njUKr1tats57YkE7HtI+TxYLde93oWbmpFQC6Vbx4PZw9L/Nxiq+DzY4bt04sRACMMW3WW+ecc7Be\nDsvzbQoaA8jELlcARAVSJPAFtye+rBzbu9BImawADaiSWG5PChUtG8cGfcmffV2/+nFT1eb5N7Wx\nZLOp0UE9gAh9YcvCSBi61RCH3EyWN/vTmn7VFKIKRCMiSgbYoaugmbtmVmSd3H0L0p8Y9I2fgghx\nkBRk8Xr4+btl+9hVrUFUdvcKPNw2sfJXOUXpNkOKoAnXF8N6FSTl3QnuT+wE2ZTBeqob5wqTfX6P\nHrnyn80m2XDdOFWw3iCi9fzpi+rRJ0V7Ys8+P0DApykky7t7T866FHR5zn2XUlQQRcIPi6ZmZBwJ\nmMYDSlFRPbNlZXc5dQ9zRpZP6rfy5rf+5Y+b539t6rll8x7n+o7jOIkFCkMf4wCxh/UyDNuYW2L2\nKokAAMAWyKix6EtrrbnrYioiEpEvLSggowpYR7PH9snnZXtim7llfhcBRwRrDQA6b6uQ6pndLGS7\nTgrAjPLBxCLCGIUZ2QEaMR6LmqvaWre3/b1zxFIhBWHGbhX/eLldvB5e/Xvz6GlRNXzPcMNt7+1k\n6q0hpM1yuHi97VYhBc3dBJNY3ngt2aBxwAaNZWNplOM8euywA8zSZGwdZzqhdeQKfvZV/eSz0jg0\n/v3hoy+cL5yxXNa2nXtfEKDkI94lTGTfTjGSIYgzFV1tgcarK7FqrC8tZ4OT/Op3mVWZIzT0wgYX\nr4fffu76rfznX+vNMhhD/2dwgyqklEJIMaRuJaFLQ6eSUJKCIAjqdIJCUjbgS/IlZ13yu0LtdPqN\nsCdNKBACWBwYn74omREUzA7IPtiUe2/z/3xh25OinvXrZYwBdKTq72GqXYyZTGALdBUVNZDjembq\n1ntvstXbHYzzikAAibrdxJc/bn79ecOGlm9DCjpVF+7nUwDcPrGIsOviZtWHIfVd6i5EIquQRAGh\nXWNd5osCStm4dl4+jAsoji6E81Of22veL9AikeGsoKxEVLcwPy0EcLNI578N+UUuNf8chKrOTp0r\n1VXaPqp9Zeq2MPZe9XwQgQz+8v36h38uXr/anpwV7QvrywdwQ7ntsNnQsA3Liy70aRhi31mNgISa\naMSjIVs/KhkViFXdzE+rzC6/zxhx8dFgjEQghSuYAnl2yW2AiOBLOz+ryta/ebV9/UuvAISQec0j\nr2Z6aQFIIqfPGvaDSHzybGYsVbU3lo9F3Lg28rHUFvTDt4vvv10s3gy+MF/8rWkfe0lH8HT9qLhV\nYqmqYROHtF5uQ0iSNEXUAMQwJhZMd44UWUXEl6aZFyOj/D4X/emyGktISHhFgRkmXldG8BERrbZz\nT5bSADFqPgTk1RAR9/cKUUWTyKNPPBhZL9OjJw2AjrJM97UCqSoSuYJ/+m718od1DNKt41d/b9vH\nLiW5Z0XJ2y5JRJiibLeD5DKhosrUMXEQiIoEomIt+9I9YJMJZaUyvbqtb5cEuwzzpW1Piqp1kkt8\nePCzfxoAgIg2c1u2xBbrtihLf89ixvnIaRz98XJ7/nufkoZenn5Zlo3d10PvK2691yEUkTAkEf1A\nYu2asZgJ4Op2hTuKvTpt/iCI2YvrSgbcO3mAiNYxAPuCb5JYvmJXEDOSMcYb5uPRNm4QE5ZBy7dh\nvYySVJLOzhwAfZyi+DHiv6ydR5b6acEQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=200x200 at 0x7FEB3E0B0110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "predicted: 9681\n",
      "expected: 9684\n"
     ]
    }
   ],
   "source": [
    "verify(10, 10, fonts=[\n",
    "            './fonts/megrim/Megrim.ttf',\n",
    "            './fonts/grundschrift/Grundschrift-Regular.otf',\n",
    "            './fonts/fantasque-sans-mono/FantasqueSansMono-Regular.ttf',\n",
    "            './fonts/ballpoint/Ballpointprint.ttf'])"
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